Xiao Xiang Zhu

583 papers A* 8B 5C 122Journal 384Unranked 64

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	A Deep Dive into OpenStreetMap Research Since its Inception (2008-2024): Contributors, Topics, and Future Trends. CoRR Yao Sun, Liqiu Meng, Andrés Camero, Stefan Auer, Xiao Xiang Zhu
2026	J	`jnl`	Dual Distillation for Few-Shot Anomaly Detection. CoRR Le Dong, Qinzhong Tan, Chunlei Li, Jingliang Hu, Yilei Shi, Weisheng Dong, Xiao Xiang Zhu, Lichao Mou
2026	J	`jnl`	EO-VAE: Towards A Multi-sensor Tokenizer for Earth Observation Data. CoRR Nils Lehmann, Yi Wang, Zhitong Xiong, Xiao Xiang Zhu
2026	J	`jnl`	Earth Embeddings as Products: Taxonomy, Ecosystem, and Standardized Access. CoRR Heng Fang, Adam J. Stewart, Isaac Corley, Xiao Xiang Zhu, Hossein Azizpour
2026	A*	`conf`	GEWDiff: Geometric Enhanced Wavelet-based Diffusion Model for Hyperspectral Image Super-resolution. AAAI Sirui Wang, Jiang He, Natàlia Blasco Andreo, Xiao Xiang Zhu
2026	J	`jnl`	GeoHeight-Bench: Towards Height-Aware Multimodal Reasoning in Remote Sensing. CoRR Xuran Hu, Zhitong Xiong, Zhongcheng Hong, Yifang Ban, Xiao Xiang Zhu, Wufan Zhao
2026	J	`jnl`	Learning Domain-Aware Task Prompt Representations for Multi-Domain All-in-One Image Restoration. CoRR Guanglu Dong, Chunlei Li, Chao Ren, Jingliang Hu, Yilei Shi, Xiao Xiang Zhu, Lichao Mou
2026	J	`jnl`	Multitask Learning for Earth Observation Data Classification with Hybrid Quantum Network. CoRR Fan Fan, Yilei Shi, Tobias Guggemos, Xiao Xiang Zhu
2026	J	`jnl`	OpenEarthAgent: A Unified Framework for Tool-Augmented Geospatial Agents. CoRR Akashah Shabbir, Muhammad Umer Sheikh, Muhammad Akhtar Munir, Hiyam Debary, Mustansar Fiaz, Muhammad Zaigham Zaheer, Paolo Fraccaro, Fahad Shahbaz Khan, Muhammad Haris Khan, Xiao Xiang Zhu, Salman H. Khan
2026	A*	`conf`	ProPL: Universal Semi-Supervised Ultrasound Image Segmentation via Prompt-Guided Pseudo-Labeling. AAAI Yaxiong Chen, Qicong Wang, Chunlei Li, Jingliang Hu, Yilei Shi, Shengwu Xiong, Xiao Xiang Zhu, Lichao Mou
2026	J	`jnl`	Quantum Circuit-Based Learning Models: Bridging Quantum Computing and Machine Learning. CoRR Fan Fan, Yilei Shi, Mihai Datcu, Bertrand Le Saux, Luigi Iapichino, Francesca Bovolo, Silvia Liberata Ullo, Xiao Xiang Zhu
2026	J	`jnl`	Reconstructing Building Height from Spaceborne TomoSAR Point Clouds Using a Dual-Topology Network. CoRR Zhaiyu Chen, Yuanyuan Wang, Yilei Shi, Xiao Xiang Zhu
2026	J	`jnl`	TerraScope: Pixel-Grounded Visual Reasoning for Earth Observation. CoRR Yan Shu, Bin Ren, Zhitong Xiong, Xiao Xiang Zhu, Begüm Demir, Nicu Sebe, Paolo Rota
2026	J	`jnl`	Unified Primitive Proxies for Structured Shape Completion. CoRR Zhaiyu Chen, Yuqing Wang, Xiao Xiang Zhu
2025	J	`jnl`	A data-driven approach to neural architecture search initialization. Ann. Math. Artif. Intell. Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu
2025	J	`jnl`	Adaptive Gradient Calibration for Single-Positive Multi-Label Learning in Remote Sensing Image Scene Classification. CoRR Chenying Liu, Gianmarco Perantoni, Lorenzo Bruzzone, Xiao Xiang Zhu
2025	J	`jnl`	BANet: A bilateral attention network for extracting changed buildings between remote sensing imagery and cadastral maps. Int. J. Appl. Earth Obs. Geoinformation Qingyu Li, Lichao Mou, Yilei Shi, Xiao Xiang Zhu
2025	J	`jnl`	Building Floor Number Estimation from Crowdsourced Street-Level Images: Munich Dataset and Baseline Method. CoRR Yao Sun, Sining Chen, Yifan Tian, Xiao Xiang Zhu
2025	J	`jnl`	Can Uncertainty Quantification Benefit From Label Embeddings? A Case Study on Local Climate Zone Classification. IEEE Trans. Geosci. Remote. Sens. Christoph Schweden, Katharina Hechinger, Göran Kauermann, Xiao Xiang Zhu
2025	J	`jnl`	CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal Intervention. CoRR Yaxiong Chen, Minghong Wei, Zixuan Zheng, Jingliang Hu, Yilei Shi, Shengwu Xiong, Xiao Xiang Zhu, Lichao Mou
2025	J	`jnl`	CromSS: Cross-Modal Pretraining With Noisy Labels for Remote Sensing Image Segmentation. IEEE Trans. Geosci. Remote. Sens. Chenying Liu, Conrad M. Albrecht, Yi Wang, Xiao Xiang Zhu
2025	J	`jnl`	DREB-Net: Dual-Stream Restoration Embedding Blur-Feature Fusion Network for High-Mobility UAV Object Detection. IEEE Trans. Geosci. Remote. Sens. Qingpeng Li, Yuxin Zhang, Leyuan Fang, Yuhan Kang, Shutao Li, Xiao Xiang Zhu
2025	J	`jnl`	Deep Learning-Based GNSS-R Global Vegetation Water Content: Dataset, Estimation, and Uncertainty. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Daixin Zhao, Milad Asgarimehr, Konrad Heidler, Jens Wickert, Xiao Xiang Zhu, Lichao Mou
2025	J	`jnl`	Enhancing Monocular Height Estimation via Weak Supervision from Imperfect Labels. CoRR Sining Chen, Yilei Shi, Xiao Xiang Zhu
2025	J	`jnl`	EuroMineNet: A Multitemporal Sentinel-2 Benchmark for Spatiotemporal Mining Footprint Analysis in the European Union (2015-2024). CoRR Weikang Yu, Vincent Nwazelibe, Xianping Ma, Xiaokang Zhang, Richard Gloaguen, Xiao Xiang Zhu, Pedram Ghamisi
2025	J	`jnl`	ExEBench: Benchmarking Foundation Models on Extreme Earth Events. CoRR Shan Zhao, Zhitong Xiong, Jie Zhao, Xiao Xiang Zhu
2025	J	`jnl`	FarSLIP: Discovering Effective CLIP Adaptation for Fine-Grained Remote Sensing Understanding. CoRR Zhenshi Li, Weikang Yu, Dilxat Muhtar, Xueliang Zhang, Pengfeng Xiao, Pedram Ghamisi, Xiao Xiang Zhu
2025	J	`jnl`	Feature Guided Masked Autoencoder for Self-Supervised Learning in Remote Sensing. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Yi Wang, Hugo Hernández Hernández, Conrad M. Albrecht, Xiao Xiang Zhu
2025	J	`jnl`	GEO-Bench-2: From Performance to Capability, Rethinking Evaluation in Geospatial AI. CoRR Naomi Simumba, Nils Lehmann, Paolo Fraccaro, Hamed Alemohammad, Geeth de Mel, Salman H. Khan, Manil Maskey, Nicolas Longépé, Xiao Xiang Zhu, Hannah Kerner, Juan Bernabé-Moreno, Alexander Lacoste
2025	J	`jnl`	GEWDiff: Geometric Enhanced Wavelet-based Diffusion Model for Hyperspectral Image Super-resolution. CoRR Sirui Wang, Jiang He, Natàlia Blasco Andreo, Xiao Xiang Zhu
2025	J	`jnl`	Generating Synthetic Oracle Datasets to Analyze Noise Impact: A Study on Building Function Classification Using Tweets. CoRR Shanshan Bai, Anna M. Kruspe, Xiao Xiang Zhu
2025	J	`jnl`	GeoLangBind: Unifying Earth Observation with Agglomerative Vision-Language Foundation Models. CoRR Zhitong Xiong, Yi Wang, Weikang Yu, Adam J. Stewart, Jie Zhao, Nils Lehmann, Thomas Dujardin, Zhenghang Yuan, Pedram Ghamisi, Xiao Xiang Zhu
2025	J	`jnl`	Global Collinearity-Aware Polygonizer for Polygonal Building Mapping in Remote Sensing. IEEE Trans. Geosci. Remote. Sens. Fahong Zhang, Yilei Shi, Xiao Xiang Zhu
2025	J	`jnl`	Global Collinearity-aware Polygonizer for Polygonal Building Mapping in Remote Sensing. CoRR Fahong Zhang, Yilei Shi, Xiao Xiang Zhu
2025	J	`jnl`	GlobalBuildingAtlas: An Open Global and Complete Dataset of Building Polygons, Heights and LoD1 3D Models. CoRR Xiao Xiang Zhu, Sining Chen, Fahong Zhang, Yilei Shi, Yuanyuan Wang
2025	J	`jnl`	GlobalGeoTree: A Multi-Granular Vision-Language Dataset for Global Tree Species Classification. CoRR Yang Mu, Zhitong Xiong, Yi Wang, Muhammad Shahzad, Franz Essl, Mark van Kleunen, Xiao Xiang Zhu
2025	J	`jnl`	Height-Assisted Semi-Supervised Building Footprint Extraction From Optical Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. Wei Huang, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu
2025	J	`jnl`	Hierarchical Semi-Supervised Active Learning for Remote Sensing. CoRR Wei Huang, Zhitong Xiong, Chenying Liu, Xiao Xiang Zhu
2025	J	`jnl`	High-Order Progressive Trajectory Matching for Medical Image Dataset Distillation. CoRR Le Dong, Jinghao Bian, Jingyang Hou, Jingliang Hu, Yilei Shi, Weisheng Dong, Xiao Xiang Zhu, Lichao Mou
2025	J	`jnl`	Hybrid Quantum Deep Learning With Superpixel Encoding for Earth Observation Data Classification. IEEE Trans. Neural Networks Learn. Syst. Fan Fan, Yilei Shi, Tobias Guggemos, Xiao Xiang Zhu
2025	J	`jnl`	LandSegmenter: Towards a Flexible Foundation Model for Land Use and Land Cover Mapping. CoRR Chenying Liu, Wei Huang, Xiao Xiang Zhu
2025	J	`jnl`	Learning Generalizable Shape Completion with SIM(3) Equivariance. CoRR Yuqing Wang, Zhaiyu Chen, Xiao Xiang Zhu
2025	A*	`conf`	MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification. AAAI Yang Mu, Muhammad Shahzad, Xiao Xiang Zhu
2025	J	`jnl`	MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification. CoRR Yang Mu, Muhammad Shahzad, Xiao Xiang Zhu
2025	J	`jnl`	Multimodal GNSS-R self-supervised learning as a generalist Earth surface monitor. Int. J. Appl. Earth Obs. Geoinformation Daixin Zhao, Konrad Heidler, Milad Asgarimehr, Conrad M. Albrecht, Jens Wickert, Xiao Xiang Zhu, Lichao Mou
2025	J	`jnl`	Multimodal Large Language Models for Medical Report Generation via Customized Prompt Tuning. CoRR Chunlei Li, Jingyang Hou, Yilei Shi, Jingliang Hu, Xiao Xiang Zhu, Lichao Mou
2025	J	`jnl`	National-scale tree species mapping with deep learning reveals forest management insights in Germany. Int. J. Appl. Earth Obs. Geoinformation Yang Mu, Jianhua Guo, Muhammad Shahzad, Xiao Xiang Zhu
2025	J	`jnl`	On the Generalization of Representation Uncertainty in Earth Observation. CoRR Spyros Kondylatos, Nikolaos-Ioannis Bountos, Dimitrios Michail, Xiao Xiang Zhu, Gustau Camps-Valls, Ioannis Papoutsis
2025	J	`jnl`	One-Shot Medical Video Object Segmentation via Temporal Contrastive Memory Networks. CoRR Yaxiong Chen, Junjian Hu, Chunlei Li, Zixuan Zheng, Jingliang Hu, Yilei Shi, Shengwu Xiong, Xiao Xiang Zhu, Lichao Mou
2025	—	`conf`	Panopticon: Advancing Any-Sensor Foundation Models for Earth Observation. CVPR Workshops Leonard Waldmann, Ando Shah, Yi Wang, Nils Lehmann, Adam J. Stewart, Zhitong Xiong, Xiao Xiang Zhu, Stefan Bauer, John Chuang
2025	J	`jnl`	Panopticon: Advancing Any-Sensor Foundation Models for Earth Observation. CoRR Leonard Waldmann, Ando Shah, Yi Wang, Nils Lehmann, Adam J. Stewart, Zhitong Xiong, Xiao Xiang Zhu, Stefan Bauer, John Chuang
2025	J	`jnl`	Parametric Point Cloud Completion for Polygonal Surface Reconstruction. CoRR Zhaiyu Chen, Yuqing Wang, Liangliang Nan, Xiao Xiang Zhu
2025	J	`jnl`	Physically consistent and uncertainty-aware learning of spatiotemporal dynamics. CoRR Qingsong Xu, Jonathan L. Bamber, Nils Thuerey, Niklas Boers, Paul Bates, Gustau Camps-Valls, Yilei Shi, Xiao Xiang Zhu
2025	J	`jnl`	ProPL: Universal Semi-Supervised Ultrasound Image Segmentation via Prompt-Guided Pseudo-Labeling. CoRR Yaxiong Chen, Qicong Wang, Chunlei Li, Jingliang Hu, Yilei Shi, Shengwu Xiong, Xiao Xiang Zhu, Lichao Mou
2025	A*	`conf`	Q-PART: Quasi-Periodic Adaptive Regression with Test-time Training for Pediatric Left Ventricular Ejection Fraction Regression. CVPR Jie Liu, Tiexin Qin, Hui Liu, Yilei Shi, Lichao Mou, Xiao Xiang Zhu, Shiqi Wang, Haoliang Li
2025	J	`jnl`	Q-PART: Quasi-Periodic Adaptive Regression with Test-time Training for Pediatric Left Ventricular Ejection Fraction Regression. CoRR Jie Liu, Tiexin Qin, Hui Liu, Yilei Shi, Lichao Mou, Xiao Xiang Zhu, Shiqi Wang, Haoliang Li
2025	J	`jnl`	REOBench: Benchmarking Robustness of Earth Observation Foundation Models. CoRR Xiang Li, Yong Tao, Siyuan Zhang, Siwei Liu, Zhitong Xiong, Chunbo Luo, Lu Liu, Mykola Pechenizkiy, Xiao Xiang Zhu, Tianjin Huang
2025	J	`jnl`	RainScaler: A Physics-Inspired Network for Precipitation Correction and Downscaling. IEEE Trans. Geosci. Remote. Sens. Shan Zhao, Zhitong Xiong, Xiao Xiang Zhu
2025	J	`jnl`	Reducing Annotation Burden: Exploiting Image Knowledge for Few-Shot Medical Video Object Segmentation via Spatiotemporal Consistency Relearning. CoRR Zixuan Zheng, Yilei Shi, Chunlei Li, Jingliang Hu, Xiao Xiang Zhu, Lichao Mou
2025	J	`jnl`	Regression in EO: Are VLMs Up to the Challenge? CoRR Xizhe Xue, Xiao Xiang Zhu
2025	—	`conf`	Remote Sensing for Building Energy Efficiency Assessment: A Multi-modal Multi-task Approach. JURSE Ziqi Gu, Zhaiyu Chen, Yilei Shi, Xiao Xiang Zhu
2025	J	`jnl`	Rethinking Cell Counting Methods: Decoupling Counting and Localization. CoRR Zixuan Zheng, Yilei Shi, Chunlei Li, Jingliang Hu, Xiao Xiang Zhu, Lichao Mou
2025	J	`jnl`	SHAZAM: Self-Supervised Change Monitoring for Hazard Detection and Mapping. CoRR Samuel Garske, Konrad Heidler, Bradley J. Evans, K. C. Wong, Xiao Xiang Zhu
2025	J	`jnl`	SHAZAM: Self-Supervised Change Monitoring for Hazard Detection and Mapping. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Samuel Garske, Konrad Heidler, Bradley J. Evans, K. C. Wong, Xiao Xiang Zhu
2025	A*	`conf`	Scale-Aware Contrastive Reverse Distillation for Unsupervised Medical Anomaly Detection. ICLR Chunlei Li, Yilei Shi, Jingliang Hu, Xiao Xiang Zhu, Lichao Mou
2025	J	`jnl`	Scale-Aware Contrastive Reverse Distillation for Unsupervised Medical Anomaly Detection. CoRR Chunlei Li, Yilei Shi, Jingliang Hu, Xiao Xiang Zhu, Lichao Mou
2025	J	`jnl`	Semi-Supervised Building Footprint Extraction Using Debiased Pseudo-Labels. IEEE Trans. Geosci. Remote. Sens. Wei Huang, Ziqi Gu, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu
2025	J	`jnl`	SmallMinesDS: A Multimodal Dataset for Mapping Artisanal and Small-Scale Gold Mines. IEEE Geosci. Remote. Sens. Lett. Stella Ofori-Ampofo, Antony Zappacosta, Ridvan Salih Kuzu, Peter Schauer, Martin Willberg, Xiao Xiang Zhu
2025	J	`jnl`	Soil organic carbon estimation using spaceborne hyperspectral composites on a large scale. Int. J. Appl. Earth Obs. Geoinformation Xiangyu Zhao, Zhitong Xiong, Paul Karlshöfer, Nikolaos Tziolas, Martin Wiesmeier, Uta Heiden, Xiao Xiang Zhu
2025	J	`jnl`	SpectralEarth: Training Hyperspectral Foundation Models at Scale. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Nassim Ait Ali Braham, Conrad M. Albrecht, Julien Mairal, Jocelyn Chanussot, Yi Wang, Xiao Xiang Zhu
2025	J	`jnl`	Striving for Simplicity: Simple Yet Effective Prior-Aware Pseudo-Labeling for Semi-Supervised Ultrasound Image Segmentation. CoRR Yaxiong Chen, Yujie Wang, Zixuan Zheng, Jingliang Hu, Yilei Shi, Shengwu Xiong, Xiao Xiang Zhu, Lichao Mou
2025	J	`jnl`	TSE-Net: Semi-supervised Monocular Height Estimation from Single Remote Sensing Images. CoRR Sining Chen, Xiao Xiang Zhu
2025	J	`jnl`	TUM2TWIN: Introducing the Large-Scale Multimodal Urban Digital Twin Benchmark Dataset. CoRR Olaf Wysocki, Benedikt Schwab, Manoj Kumar Biswanath, Michael Greza, Qilin Zhang, Jingwei Zhu, Thomas Froech, Medhini Heeramaglore, Ihab Hijazi, Khaoula Kanna, Mathias Pechinger, Zhaiyu Chen, Yao Sun, Alejandro Rueda Segura, Ziyang Xu, Omar AbdelGafar, Mansour Mehranfar, Chandan Yeshwanth, Yueh-Cheng Liu, Hadi Yazdi, Jiapan Wang, Stefan Auer, Katharina Anders, Klaus Bogenberger, André Borrmann, Angela Dai, Ludwig Hoegner, Christoph Holst, Thomas H. Kolbe, Ferdinand Ludwig, Matthias Nießner, Frank Petzold, Xiao Xiang Zhu, Boris Jutzi
2025	—	`conf`	Taming Stable Diffusion for Computed Tomography Blind Super-Resolution. MedAGI Chunlei Li, Yilei Shi, Haoxi Hu, Jingliang Hu, Xiao Xiang Zhu, Lichao Mou
2025	J	`jnl`	Taming Stable Diffusion for Computed Tomography Blind Super-Resolution. CoRR Chunlei Li, Yilei Shi, Haoxi Hu, Jingliang Hu, Xiao Xiang Zhu, Lichao Mou
2025	J	`jnl`	Towards Unified Vision Language Models for Forest Ecological Analysis in Earth Observation. CoRR Xizhe Xue, Xiao Xiang Zhu
2025	J	`jnl`	Towards a Unified Copernicus Foundation Model for Earth Vision. CoRR Yi Wang, Zhitong Xiong, Chenying Liu, Adam J. Stewart, Thomas Dujardin, Nikolaos-Ioannis Bountos, Angelos Zavras, Franziska Gerken, Ioannis Papoutsis, Laura Leal-Taixé, Xiao Xiang Zhu
2025	J	`jnl`	Ultrasound Image-to-Video Synthesis via Latent Dynamic Diffusion Models. CoRR Tingxiu Chen, Yilei Shi, Zixuan Zheng, Bingcong Yan, Jingliang Hu, Xiao Xiang Zhu, Lichao Mou
2025	J	`jnl`	Uncertainty aware slum mapping in 55 heterogeneous cities. Int. J. Appl. Earth Obs. Geoinformation Thomas Stark, Michael Wurm, Henri Debray, Xiao Xiang Zhu, Hannes Taubenböck
2025	J	`jnl`	UniCrossAdapter: Multimodal Adaptation of CLIP for Radiology Report Generation. CoRR Yaxiong Chen, Chuang Du, Chunlei Li, Jingliang Hu, Yilei Shi, Shengwu Xiong, Xiao Xiang Zhu, Lichao Mou
2025	J	`jnl`	Universal patterns of intra-urban morphology: Defining a global typology of the urban fabric using unsupervised clustering. Int. J. Appl. Earth Obs. Geoinformation Henri Debray, Matthias Gassilloud, Richard Lemoine-Rodríguez, Michael Wurm, Xiao Xiang Zhu, Hannes Taubenböck
2025	J	`jnl`	UrbanSAM: Learning Invariance-Inspired Adapters for Segment Anything Models in Urban Construction. CoRR Chenyu Li, Danfeng Hong, Bing Zhang, Yuxuan Li, Gustau Camps-Valls, Xiao Xiang Zhu, Jocelyn Chanussot
2025	J	`jnl`	Weak-Strong Graph Contrastive Learning Neural Network for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. Sirui Wang, Nassim Ait Ali Braham, Xiao Xiang Zhu
2025	J	`jnl`	Wheat yield forecasts with seasonal climate models and long short-term memory networks. Comput. Electron. Agric. Maximilian Zachow, Stella Ofori-Ampofo, Harald Kunstmann, Ridvan Salih Kuzu, Xiao Xiang Zhu, Senthold Asseng
2025	J	`jnl`	i-WiViG: Interpretable Window Vision GNN. CoRR Ivica Obadic, Dmitry Kangin, Dário A. B. Oliveira, Plamen P. Angelov, Xiao Xiang Zhu
2024	J	`jnl`	A Real-Time Unsupervised Hyperspectral Band Selection via Spatial-Spectral Information Fusion-Based Downscaled Region. IEEE Trans. Geosci. Remote. Sens. Chenglong Zhang, Lichao Mou, Xiaoli Yang, Xiangrong Zheng, Xiao Xiang Zhu, Xiaopeng Ma
2024	J	`jnl`	A Review of Building Extraction From Remote Sensing Imagery: Geometrical Structures and Semantic Attributes. IEEE Trans. Geosci. Remote. Sens. Qingyu Li, Lichao Mou, Yao Sun, Yuansheng Hua, Yilei Shi, Xiao Xiang Zhu
2024	J	`jnl`	AIO2: Online Correction of Object Labels for Deep Learning With Incomplete Annotation in Remote Sensing Image Segmentation. IEEE Trans. Geosci. Remote. Sens. Chenying Liu, Conrad M. Albrecht, Yi Wang, Qingyu Li, Xiao Xiang Zhu
2024	J	`jnl`	AIO2: Online Correction of Object Labels for Deep Learning with Incomplete Annotation in Remote Sensing Image Segmentation. CoRR Chenying Liu, Conrad M. Albrecht, Yi Wang, Qingyu Li, Xiao Xiang Zhu
2024	J	`jnl`	Attention-ConvNet Network for Ocean-Front Prediction via Remote Sensing SST Images. IEEE Trans. Geosci. Remote. Sens. Yuting Yang, Xin Sun, Junyu Dong, Kin-Man Lam, Xiao Xiang Zhu
2024	J	`jnl`	Beyond Grid Data: Exploring Graph Neural Networks for Earth Observation. CoRR Shan Zhao, Zhaiyu Chen, Zhitong Xiong, Yilei Shi, Sudipan Saha, Xiao Xiang Zhu
2024	J	`jnl`	Beyond local patches: Preserving global-local interactions by enhancing self-attention via 3D point cloud tokenization. Pattern Recognit. Muhammad Qasim Khan, Muhammad Shahzad, Saqib Ali Khan, M. M. Fraz, Xiao Xiang Zhu
2024	C	`conf`	Building Attributes Recognition with Noisy and Incomplete Labels. IGARSS Ziqi Gu, Zhaiyu Chen, Yilei Shi, Xiao Xiang Zhu
2024	J	`jnl`	Can Land Cover Classification Models Benefit From Distance-Aware Architectures? IEEE Geosci. Remote. Sens. Lett. Christoph Koller, Peter Jung, Xiao Xiang Zhu
2024	J	`jnl`	Causal Graph Neural Networks for Wildfire Danger Prediction. CoRR Shan Zhao, Ioannis Prapas, Ilektra Karasante, Zhitong Xiong, Ioannis Papoutsis, Gustau Camps-Valls, Xiao Xiang Zhu
2024	—	`conf`	CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal Intervention. MICCAI (3) Yaxiong Chen, Minghong Wei, Zixuan Zheng, Jingliang Hu, Yilei Shi, Shengwu Xiong, Xiao Xiang Zhu, Lichao Mou
2024	J	`jnl`	ChatEarthNet: A Global-Scale Image-Text Dataset Empowering Vision-Language Geo-Foundation Models. CoRR Zhenghang Yuan, Zhitong Xiong, Lichao Mou, Xiao Xiang Zhu
2024	J	`jnl`	Co-Enhanced Global-Part Integration for Remote-Sensing Scene Classification. IEEE Trans. Geosci. Remote. Sens. Yichen Zhao, Yaxiong Chen, Shengwu Xiong, Xiaoqiang Lu, Xiao Xiang Zhu, Lichao Mou
2024	J	`jnl`	CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation. CoRR Chenying Liu, Conrad M. Albrecht, Yi Wang, Xiao Xiang Zhu
2024	J	`jnl`	DREB-Net: Dual-stream Restoration Embedding Blur-feature Fusion Network for High-mobility UAV Object Detection. CoRR Qingpeng Li, Yuxin Zhang, Leyuan Fang, Yuhan Kang, Shutao Li, Xiao Xiang Zhu
2024	—	`conf`	Decoupling Common and Unique Representations for Multimodal Self-supervised Learning. ECCV (29) Yi Wang, Conrad M. Albrecht, Nassim Ait Ali Braham, Chenying Liu, Zhitong Xiong, Xiao Xiang Zhu
2024	C	`conf`	Deep-Learning-Based Large-Scale Forest Height Generation. IGARSS Qi Zhang, Yuanyuan Wang, Xiao Xiang Zhu
2024	C	`conf`	Disentangling Semi-Supervised Semantic Segmentation of Remote Sensing Images. IGARSS Wei Huang, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu
2024	C	`conf`	Dominant Leaf Type Classification Using Sentinel-1 Time Series. IGARSS Qian Song, Ridvan Salih Kuzu, Xiao Xiang Zhu
2024	C	`conf`	Efficient Subseasonal Weather Forecast Using Teleconnection-Informed Transformers. IGARSS Shan Zhao, Zhitong Xiong, Xiao Xiang Zhu
2024	J	`jnl`	Efficient Subseasonal Weather Forecast using Teleconnection-informed Transformers. CoRR Shan Zhao, Zhitong Xiong, Xiao Xiang Zhu
2024	J	`jnl`	Enhancing Contrastive Learning With Positive Pair Mining for Few-Shot Hyperspectral Image Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Nassim Ait Ali Braham, Julien Mairal, Jocelyn Chanussot, Lichao Mou, Xiao Xiang Zhu
2024	J	`jnl`	Few-Shot Object Detection in Remote Sensing: Lifting the Curse of Incompletely Annotated Novel Objects. IEEE Trans. Geosci. Remote. Sens. Fahong Zhang, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu
2024	J	`jnl`	Forest Disturbance Detection via Self-Supervised and Transfer Learning With Sentinel-1&2 Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Ridvan Salih Kuzu, Oleg Antropov, Matthieu Molinier, Corneliu Octavian Dumitru, Sudipan Saha, Xiao Xiang Zhu
2024	J	`jnl`	Global High Categorical Resolution Land Cover Mapping via Weak Supervision. CoRR Xin-Yi Tong, Runmin Dong, Xiao Xiang Zhu
2024	J	`jnl`	Global OpenBuildingMap - Unveiling the Mystery of Global Buildings. CoRR Xiao Xiang Zhu, Qingyu Li, Yilei Shi, Yuanyuan Wang, Adam J. Stewart, Jonathan Prexl
2024	J	`jnl`	Going Beyond One-Hot Encoding in Classification: Can Human Uncertainty Improve Model Performance in Earth Observation? IEEE Trans. Geosci. Remote. Sens. Christoph Koller, Göran Kauermann, Xiao Xiang Zhu
2024	J	`jnl`	How Certain are Uncertainty Estimates? Three Novel Earth Observation Datasets for Benchmarking Uncertainty Quantification in Machine Learning. CoRR Yuanyuan Wang, Qian Song, Dawood Wasif, Muhammad Shahzad, Christoph Koller, Jonathan Bamber, Xiao Xiang Zhu
2024	J	`jnl`	Hybrid Quantum-Classical Convolutional Neural Network Model for Image Classification. IEEE Trans. Neural Networks Learn. Syst. Fan Fan, Yilei Shi, Tobias Guggemos, Xiao Xiang Zhu
2024	J	`jnl`	HyperLISTA-ABT: An Ultralight Unfolded Network for Accurate Multicomponent Differential Tomographic SAR Inversion. IEEE Trans. Geosci. Remote. Sens. Kun Qian, Yuanyuan Wang, Peter Jung, Yilei Shi, Xiao Xiang Zhu
2024	J	`jnl`	Integrating Detailed Features and Global Contexts for Semantic Segmentation in Ultrahigh-Resolution Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. Yaxiong Chen, Yujie Wang, Shengwu Xiong, Xiaoqiang Lu, Xiao Xiang Zhu, Lichao Mou
2024	J	`jnl`	Interpretable deep learning for consistent large-scale urban population estimation using Earth observation data. Int. J. Appl. Earth Obs. Geoinformation Sugandha Doda, Matthias Kahl, Kim Ouan, Ivica Obadic, Yuanyuan Wang, Hannes Taubenböck, Xiao Xiang Zhu
2024	J	`jnl`	Land Cover Classification From Sentinel-2 Images With Quantum-Classical Convolutional Neural Networks. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Fan Fan, Yilei Shi, Xiao Xiang Zhu
2024	J	`jnl`	Large-scale flood modeling and forecasting with FloodCast. CoRR Qingsong Xu, Yilei Shi, Jonathan Bamber, Chaojun Ouyang, Xiao Xiang Zhu
2024	C	`conf`	Learning Building Energy Efficiency with Semantic Attributes. IGARSS Zhaiyu Chen, Ziqi Gu, Yilei Shi, Xiao Xiang Zhu
2024	J	`jnl`	Machine Learning for Methane Detection and Quantification from Space - A survey. CoRR Enno Tiemann, Shanyu Zhou, Alexander Kläser, Konrad Heidler, Rochelle Schneider, Xiao Xiang Zhu
2024	J	`jnl`	MaskCD: A Remote Sensing Change Detection Network Based on Mask Classification. CoRR Weikang Yu, Xiaokang Zhang, Samiran Das, Xiao Xiang Zhu, Pedram Ghamisi
2024	J	`jnl`	MaskCD: A Remote Sensing Change Detection Network Based on Mask Classification. IEEE Trans. Geosci. Remote. Sens. Weikang Yu, Xiaokang Zhang, Samiran Das, Xiao Xiang Zhu, Pedram Ghamisi
2024	J	`jnl`	Medical hyperspectral image classification based weakly supervised single-image global learning network. Eng. Appl. Artif. Intell. Chenglong Zhang, Lichao Mou, Shihao Shan, Hao Zhang, Yafei Qi, Dexin Yu, Xiao Xiang Zhu, Nianzheng Sun, Xiangrong Zheng, Xiaopeng Ma
2024	J	`jnl`	MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing Imagery. CoRR Weikang Yu, Xiaokang Zhang, Xiao Xiang Zhu, Richard Gloaguen, Pedram Ghamisi
2024	J	`jnl`	MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing Imagery. IEEE Trans. Geosci. Remote. Sens. Weikang Yu, Xiaokang Zhang, Richard Gloaguen, Xiao Xiang Zhu, Pedram Ghamisi
2024	J	`jnl`	Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining. CoRR Yi Wang, Conrad M. Albrecht, Xiao Xiang Zhu
2024	C	`conf`	Multi-Label Guided Supervised Contrastive Learning for Earth Observation Pretraining. IGARSS Yi Wang, Conrad M. Albrecht, Xiao Xiang Zhu
2024	J	`jnl`	Multilabel-Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining. IEEE Trans. Geosci. Remote. Sens. Yi Wang, Conrad M. Albrecht, Xiao Xiang Zhu
2024	J	`jnl`	Multimodal Co-Learning for Building Change Detection: A Domain Adaptation Framework Using VHR Images and Digital Surface Models. IEEE Trans. Geosci. Remote. Sens. Yuxing Xie, Xiangtian Yuan, Xiao Xiang Zhu, Jiaojiao Tian
2024	J	`jnl`	Multimodal and Multiresolution Data Fusion for High-Resolution Cloud Removal: A Novel Baseline and Benchmark. IEEE Trans. Geosci. Remote. Sens. Fang Xu, Yilei Shi, Patrick Ebel, Wen Yang, Xiao Xiang Zhu
2024	J	`jnl`	Neural Plasticity-Inspired Foundation Model for Observing the Earth Crossing Modalities. CoRR Zhitong Xiong, Yi Wang, Fahong Zhang, Adam J. Stewart, Joëlle Hanna, Damian Borth, Ioannis Papoutsis, Bertrand Le Saux, Gustau Camps-Valls, Xiao Xiang Zhu
2024	J	`jnl`	On the Foundations of Earth and Climate Foundation Models. CoRR Xiao Xiang Zhu, Zhitong Xiong, Yi Wang, Adam J. Stewart, Konrad Heidler, Yuanyuan Wang, Zhenghang Yuan, Thomas Dujardin, Qingsong Xu, Yilei Shi
2024	C	`conf`	One for All: Toward Unified Foundation Models for Earth Vision. IGARSS Zhitong Xiong, Yi Wang, Fahong Zhang, Xiao Xiang Zhu
2024	J	`jnl`	One for All: Toward Unified Foundation Models for Earth Vision. CoRR Zhitong Xiong, Yi Wang, Fahong Zhang, Xiao Xiang Zhu
2024	—	`conf`	One-Shot Medical Video Object Segmentation via Temporal Contrastive Memory Networks. AMAI@MICCAI Yaxiong Chen, Junjian Hu, Chunlei Li, Zixuan Zheng, Jingliang Hu, Yilei Shi, Shengwu Xiong, Xiao Xiang Zhu, Lichao Mou
2024	J	`jnl`	Opening the Black-Box: A Systematic Review on Explainable AI in Remote Sensing. CoRR Adrian Höhl, Ivica Obadic, Miguel-Ángel Fernández-Torres, Hiba Najjar, Dário A. B. Oliveira, Zeynep Akata, Andreas Dengel, Xiao Xiang Zhu
2024	J	`jnl`	Physics-embedded Fourier Neural Network for Partial Differential Equations. CoRR Qingsong Xu, Nils Thuerey, Yilei Shi, Jonathan Bamber, Chaojun Ouyang, Xiao Xiang Zhu
2024	J	`jnl`	PixelDINO: Semi-Supervised Semantic Segmentation for Detecting Permafrost Disturbances in the Arctic. IEEE Trans. Geosci. Remote. Sens. Konrad Heidler, Ingmar Nitze, Guido Grosse, Xiao Xiang Zhu
2024	J	`jnl`	PixelDINO: Semi-Supervised Semantic Segmentation for Detecting Permafrost Disturbances. CoRR Konrad Heidler, Ingmar Nitze, Guido Grosse, Xiao Xiang Zhu
2024	J	`jnl`	Quantifying Uncertainty in Slum Detection: Advancing Transfer Learning With Limited Data in Noisy Urban Environments. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Thomas Stark, Michael Wurm, Xiao Xiang Zhu, Hannes Taubenböck
2024	J	`jnl`	REO-VLM: Transforming VLM to Meet Regression Challenges in Earth Observation. CoRR Xizhe Xue, Guoting Wei, Hao Chen, Haokui Zhang, Feng Lin, Chunhua Shen, Xiao Xiang Zhu
2024	J	`jnl`	RRSIS: Referring Remote Sensing Image Segmentation. IEEE Trans. Geosci. Remote. Sens. Zhenghang Yuan, Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu
2024	—	`conf`	Recent Trends Challenges and Limitations of Explainable AI in Remote Sensing. XAI4CV Adrian Höhl, Ivica Obadic, Miguel-Ángel Fernández-Torres, Dário A. B. Oliveira, Xiao Xiang Zhu
2024	—	`conf`	Reducing Annotation Burden: Exploiting Image Knowledge for Few-Shot Medical Video Object Segmentation via Spatiotemporal Consistency Relearning. MICCAI (12) Zixuan Zheng, Yilei Shi, Chunlei Li, Jingliang Hu, Xiao Xiang Zhu, Lichao Mou
2024	C	`conf`	Referring Image Segmentation for Remote Sensing Data. IGARSS Zhenghang Yuan, Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu
2024	—	`conf`	Representation Enhancement-Stabilization: Reducing Bias-Variance of Domain Generalization. ECCV (36) Wei Huang, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu
2024	—	`conf`	Rethinking Cell Counting Methods: Decoupling Counting and Localization. MICCAI (4) Zixuan Zheng, Yilei Shi, Chunlei Li, Jingliang Hu, Xiao Xiang Zhu, Lichao Mou
2024	J	`jnl`	Self-Supervised Pretraining With Monocular Height Estimation for Semantic Segmentation. IEEE Trans. Geosci. Remote. Sens. Zhitong Xiong, Sining Chen, Yilei Shi, Xiao Xiang Zhu
2024	J	`jnl`	SpectralEarth: Training Hyperspectral Foundation Models at Scale. CoRR Nassim Ait Ali Braham, Conrad M. Albrecht, Julien Mairal, Jocelyn Chanussot, Yi Wang, Xiao Xiang Zhu
2024	—	`conf`	Striving for Simplicity: Simple Yet Effective Prior-Aware Pseudo-labeling for Semi-supervised Ultrasound Image Segmentation. MICCAI (9) Yaxiong Chen, Yujie Wang, Zixuan Zheng, Jingliang Hu, Yilei Shi, Shengwu Xiong, Xiao Xiang Zhu, Lichao Mou
2024	C	`conf`	Task Specific Pretraining with Noisy Labels for Remote Sensing Image Segmentation. IGARSS Chenying Liu, Conrad M. Albrecht, Yi Wang, Xiao Xiang Zhu
2024	J	`jnl`	Task Specific Pretraining with Noisy Labels for Remote sensing Image Segmentation. CoRR Chenying Liu, Conrad M. Albrecht, Yi Wang, Xiao Xiang Zhu
2024	C	`conf`	Towards Large-Scale Urban Flood Mapping Using Sentinel-1 Data. IGARSS Jie Zhao, Xiao Xiang Zhu
2024	—	`conf`	Ultrasound Image-to-Video Synthesis via Latent Dynamic Diffusion Models. MICCAI (4) Tingxiu Chen, Yilei Shi, Zixuan Zheng, Bingcong Yan, Jingliang Hu, Xiao Xiang Zhu, Lichao Mou
2024	—	`conf`	UniCrossAdapter: Multimodal Adaptation of CLIP for Radiology Report Generation. MedAGI@MICCAI Yaxiong Chen, Chuang Du, Chunlei Li, Jingliang Hu, Yilei Shi, Shengwu Xiong, Xiao Xiang Zhu, Lichao Mou
2024	B	`conf`	Urban Land Cover Classification with Efficient Hybrid Quantum Machine Learning Model. CEC Fan Fan, Yilei Shi, Xiao Xiang Zhu
2024	—	`conf`	UrbanSARFloods: Sentinel-1 SLC-Based Benchmark Dataset for Urban and Open-Area Flood Mapping. CVPR Workshops Jie Zhao, Zhitong Xiong, Xiao Xiang Zhu
2024	J	`jnl`	UrbanSARFloods: Sentinel-1 SLC-Based Benchmark Dataset for Urban and Open-Area Flood Mapping. CoRR Jie Zhao, Zhitong Xiong, Xiao Xiang Zhu
2023	J	`jnl`	3DCentripetalNet: Building height retrieval from monocular remote sensing imagery. Int. J. Appl. Earth Obs. Geoinformation Qingyu Li, Lichao Mou, Yuansheng Hua, Yilei Shi, Sining Chen, Yao Sun, Xiao Xiang Zhu
2023	C	`conf`	3d Point Cloud Simulation for Above-Ground Forest Biomass Estimation. IGARSS Qian Song, Yuanyuan Wang, Xiao Xiang Zhu
2023	C	`conf`	A Dataset for Individual Tree Delineation from 3D Point Cloud data. IGARSS Qian Song, Xiao Xiang Zhu
2023	J	`jnl`	A Deep Active Contour Model for Delineating Glacier Calving Fronts. CoRR Konrad Heidler, Lichao Mou, Erik Loebel, Mirko Scheinert, Sébastien Lefèvre, Xiao Xiang Zhu
2023	J	`jnl`	A Deep Active Contour Model for Delineating Glacier Calving Fronts. IEEE Trans. Geosci. Remote. Sens. Konrad Heidler, Lichao Mou, Erik Loebel, Mirko Scheinert, Sébastien Lefèvre, Xiao Xiang Zhu
2023	J	`jnl`	A co-learning method to utilize optical images and photogrammetric point clouds for building extraction. Int. J. Appl. Earth Obs. Geoinformation Yuxing Xie, Jiaojiao Tian, Xiao Xiang Zhu
2023	J	`jnl`	AdaptMatch: Adaptive Matching for Semisupervised Binary Segmentation of Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. Wei Huang, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu
2023	C	`conf`	Adaptive Bins for Monocular Height Estimation from Single Remote Sensing Images. IGARSS Sining Chen, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu
2023	J	`jnl`	Adaptive Morphology Filter: A Lightweight Module for Deep Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. Fei Zhou, Xin Sun, Chengze Sun, Junyu Dong, Xiao Xiang Zhu
2023	C	`conf`	An Analysis of the Gap Between Hybrid and Real Data for Volcanic Deformation Detection. IGARSS Teo Beker, Qian Song, Xiao Xiang Zhu
2023	J	`jnl`	An adaptive image fusion method for Sentinel-2 images and high-resolution images with long-time intervals. Int. J. Appl. Earth Obs. Geoinformation Runmin Dong, Lixian Zhang, Weijia Li, Shuai Yuan, Lin Gan, Juepeng Zheng, Haohuan Fu, Lichao Mou, Xiao Xiang Zhu
2023	J	`jnl`	Artificial intelligence to advance Earth observation: a perspective. CoRR Devis Tuia, Konrad Schindler, Begüm Demir, Gustau Camps-Valls, Xiao Xiang Zhu, Mrinalini Kochupillai, Saso Dzeroski, Jan N. van Rijn, Holger H. Hoos, Fabio Del Frate, Mihai Datcu, Jorge-Arnulfo Quiané-Ruiz, Volker Markl, Bertrand Le Saux, Rochelle Schneider
2023	J	`jnl`	Automatic Detection of Building Displacements Through Unsupervised Learning From InSAR Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Ridvan Salih Kuzu, Leonardo Bagaglini, Yi Wang, Corneliu Octavian Dumitru, Nassim Ait Ali Braham, Giorgio Pasquali, Filippo Santarelli, Francesco Trillo, Sudipan Saha, Xiao Xiang Zhu
2023	J	`jnl`	Biomass Estimation and Uncertainty Quantification From Tree Height. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Qian Song, Conrad M. Albrecht, Zhitong Xiong, Xiao Xiang Zhu
2023	J	`jnl`	Can we use deep learning models to identify the functionality of plastics from space? Int. J. Appl. Earth Obs. Geoinformation Shanyu Zhou, Lichao Mou, Yuansheng Hua, Lixian Zhang, Hermann Kaufmann, Xiao Xiang Zhu
2023	J	`jnl`	Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks. CoRR Danfeng Hong, Bing Zhang, Hao Li, Yuxuan Li, Jing Yao, Chenyu Li, Martin Werner, Jocelyn Chanussot, Alexander Zipf, Xiao Xiang Zhu
2023	J	`jnl`	Cross-city Landuse classification of remote sensing images via deep transfer learning. Int. J. Appl. Earth Obs. Geoinformation Xiangyu Zhao, Jingliang Hu, Lichao Mou, Zhitong Xiong, Xiao Xiang Zhu
2023	C	`conf`	DDM-Former: Global Ocean Wind Speed Retrieval with Transformer Networks. IGARSS Daixin Zhao, Konrad Heidler, Milad Asgarimehr, Caroline Arnold, Tianqi Xiao, Jens Wickert, Xiao Xiang Zhu, Lichao Mou
2023	J	`jnl`	DeCUR: decoupling common & unique representations for multimodal self-supervision. CoRR Yi Wang, Conrad M. Albrecht, Nassim Ait Ali Braham, Chenying Liu, Zhitong Xiong, Xiao Xiang Zhu
2023	J	`jnl`	Deep Learning for Subtle Volcanic Deformation Detection With InSAR Data in Central Volcanic Zone. IEEE Trans. Geosci. Remote. Sens. Teo Beker, Homa Ansari, Sina Montazeri, Qian Song, Xiao Xiang Zhu
2023	J	`jnl`	Deep Saliency Smoothing Hashing for Drone Image Retrieval. IEEE Trans. Geosci. Remote. Sens. Yaxiong Chen, Jinghao Huang, Lichao Mou, Pu Jin, Shengwu Xiong, Xiao Xiang Zhu
2023	J	`jnl`	Deep Semantic Model Fusion for Ancient Agricultural Terrace Detection. CoRR Yi Wang, Chenying Liu, Arti Tiwari, Micha Silver, Arnon Karnieli, Xiao Xiang Zhu, Conrad M. Albrecht
2023	—	`conf`	Detecting challenging urban environments using a few-shot meta-learning approach. JURSE Thomas Stark, Michael Wurm, Xiao Xiang Zhu, Hannes Taubenböck
2023	C	`conf`	DisasterNets: Embedding Machine Learning in Disaster Mapping. IGARSS Qingsong Xu, Yilei Shi, Xiao Xiang Zhu
2023	J	`jnl`	DisasterNets: Embedding Machine Learning in Disaster Mapping. CoRR Qingsong Xu, Yilei Shi, Xiao Xiang Zhu
2023	C	`conf`	Exploring Distance-Aware Uncertainty Quantification for Remote Sensing Image Classification. IGARSS Christoph Koller, Peter Jung, Xiao Xiang Zhu
2023	J	`jnl`	Exploring Geometric Deep Learning For Precipitation Nowcasting. CoRR Shan Zhao, Sudipan Saha, Zhitong Xiong, Niklas Boers, Xiao Xiang Zhu
2023	C	`conf`	Exploring Geometric Deep Learning for Precipitation Nowcasting. IGARSS Shan Zhao, Sudipan Saha, Zhitong Xiong, Niklas Boers, Xiao Xiang Zhu
2023	J	`jnl`	Feature Guided Masked Autoencoder for Self-supervised Learning in Remote Sensing. CoRR Yi Wang, Hugo Hernández Hernández, Conrad M. Albrecht, Xiao Xiang Zhu
2023	J	`jnl`	Few-shot Object Detection in Remote Sensing: Lifting the Curse of Incompletely Annotated Novel Objects. CoRR Fahong Zhang, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu
2023	J	`jnl`	Filtering Specialized Change in a Few-Shot Setting. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Martin Hermann, Sudipan Saha, Xiao Xiang Zhu
2023	J	`jnl`	GAMUS: A Geometry-aware Multi-modal Semantic Segmentation Benchmark for Remote Sensing Data. CoRR Zhitong Xiong, Sining Chen, Yi Wang, Lichao Mou, Xiao Xiang Zhu
2023	J	`jnl`	GEO-Bench: Toward Foundation Models for Earth Monitoring. CoRR Alexandre Lacoste, Nils Lehmann, Pau Rodríguez, Evan David Sherwin, Hannah Kerner, Björn Lütjens, Jeremy Andrew Irvin, David Dao, Hamed Alemohammad, Alexandre Drouin, Mehmet Gunturkun, Gabriel Huang, David Vázquez, Dava J. Newman, Yoshua Bengio, Stefano Ermon, Xiao Xiang Zhu
2023	J	`jnl`	HTC-DC Net: Monocular Height Estimation From Single Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. Sining Chen, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu
2023	J	`jnl`	HTC-DC Net: Monocular Height Estimation from Single Remote Sensing Images. CoRR Sining Chen, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu
2023	J	`jnl`	Handling unexpected inputs: incorporating source-wise out-of-distribution detection into SAR-optical data fusion for scene classification. EURASIP J. Adv. Signal Process. Jakob Gawlikowski, Sudipan Saha, Julia Niebling, Xiao Xiang Zhu
2023	J	`jnl`	High Quality Large-Scale 3-D Urban Mapping with Multi-Master TomoSAR. CoRR Yilei Shi, Richard Bamler, Yuanyuan Wang, Xiao Xiang Zhu
2023	C	`conf`	High Spatial Resolution for Crop Yield Prediction in Large Farming Systems: A Necessity or Additional Overhead. IGARSS Stella Ofori-Ampofo, Ridvan Salih Kuzu, Xiao Xiang Zhu
2023	J	`jnl`	High-Resolution Cloud Removal with Multi-Modal and Multi-Resolution Data Fusion: A New Baseline and Benchmark. CoRR Fang Xu, Yilei Shi, Patrick Ebel, Wen Yang, Xiao Xiang Zhu
2023	A*	`conf`	Large-Scale Land Cover Mapping with Fine-Grained Classes via Class-Aware Semi-Supervised Semantic Segmentation. ICCV Runmin Dong, Lichao Mou, Mengxuan Chen, Weijia Li, Xin-Yi Tong, Shuai Yuan, Lixian Zhang, Juepeng Zheng, Xiao Xiang Zhu, Haohuan Fu
2023	—	`conf`	Long-tailed Regression with Ensembles for Monocular Height Estimation from Single Remote Sensing Images. JURSE Sining Chen, Yilei Shi, Xiao Xiang Zhu
2023	—	`conf`	Multilingual Augmentation for Robust Visual Question Answering in Remote Sensing Images. JURSE Zhenghang Yuan, Lichao Mou, Xiao Xiang Zhu
2023	J	`jnl`	Multilingual Augmentation for Robust Visual Question Answering in Remote Sensing Images. CoRR Zhenghang Yuan, Lichao Mou, Xiao Xiang Zhu
2023	C	`conf`	Overcoming Language Bias in Remote Sensing Visual Question Answering Via Adversarial Training. IGARSS Zhenghang Yuan, Lichao Mou, Xiao Xiang Zhu
2023	J	`jnl`	Overcoming Language Bias in Remote Sensing Visual Question Answering via Adversarial Training. CoRR Zhenghang Yuan, Lichao Mou, Xiao Xiang Zhu
2023	J	`jnl`	Physics-aware Machine Learning Revolutionizes Scientific Paradigm for Machine Learning and Process-based Hydrology. CoRR Qingsong Xu, Yilei Shi, Jonathan L. Bamber, Ye Tuo, Ralf Ludwig, Xiao Xiang Zhu
2023	J	`jnl`	PolyGNN: Polyhedron-based Graph Neural Network for 3D Building Reconstruction from Point Clouds. CoRR Zhaiyu Chen, Yilei Shi, Liangliang Nan, Zhitong Xiong, Xiao Xiang Zhu
2023	C	`conf`	Polyhedron-Based Graph Neural Network for Compact Building Model Reconstruction. IGARSS Zhaiyu Chen, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu
2023	—	`conf`	Pseudo Features Guided Self-training for Domain Adaptive Semantic Segmentation of Aerial Images. JURSE Fahong Zhang, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu
2023	J	`jnl`	Pseudo Features-Guided Self-Training for Domain Adaptive Semantic Segmentation of Satellite Images. IEEE Trans. Geosci. Remote. Sens. Fahong Zhang, Yilei Shi, Zhitong Xiong, Wei Huang, Xiao Xiang Zhu
2023	J	`jnl`	RRSIS: Referring Remote Sensing Image Segmentation. CoRR Zhenghang Yuan, Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu
2023	J	`jnl`	RSSOD-Bench: A large-scale benchmark dataset for Salient Object Detection in Optical Remote Sensing Imagery. CoRR Zhitong Xiong, Yanfeng Liu, Qi Wang, Xiao Xiang Zhu
2023	C	`conf`	RSSOD-Bench: a Large-Scale Benchmark Dataset for Salient Object Detection in Optical Remote Sensing Imagery. IGARSS Zhitong Xiong, Yanfeng Liu, Qi Wang, Xiao Xiang Zhu
2023	C	`conf`	Roof Superstructure Detection from Aerial Imagery. IGARSS Qingyu Li, Sebastian Krapf, Lichao Mou, Yilei Shi, Xiao Xiang Zhu
2023	J	`jnl`	Self-supervised Domain-agnostic Domain Adaptation for Satellite Images. CoRR Fahong Zhang, Yilei Shi, Xiao Xiang Zhu
2023	J	`jnl`	Self-supervised audiovisual representation learning for remote sensing data. Int. J. Appl. Earth Obs. Geoinformation Konrad Heidler, Lichao Mou, Di Hu, Pu Jin, Guangyao Li, Chuang Gan, Ji-Rong Wen, Xiao Xiang Zhu
2023	C	`conf`	Semi-Supervised Deep Learning Representations in Earth Observation Based Forest Management. IGARSS Oleg Antropov, Matthieu Molinier, Ridvan Salih Kuzu, Lloyd H. Hughes, Marc Rußwurm, Devis Tuia, Corneliu Octavian Dumitru, Shaojia Ge, Sudipan Saha, Xiao Xiang Zhu
2023	C	`conf`	Semi-Supervised Learning for Hyperspectral Images by Non Parametrically Predicting View Assignment IGARSS Shivam Pande, Nassim Ait Ali Braham, Yi Wang, Conrad M. Albrecht, Biplab Banerjee, Xiao Xiang Zhu
2023	J	`jnl`	Semi-Supervised Learning for hyperspectral images by non parametrically predicting view assignment. CoRR Shivam Pande, Nassim Ait Ali Braham, Yi Wang, Conrad M. Albrecht, Biplab Banerjee, Xiao Xiang Zhu
2023	—	`conf`	Semi-supervised segmentation of individual buildings from SAR imagery. JURSE Qingyu Li, Yao Sun, Lichao Mou, Yilei Shi, Xiao Xiang Zhu
2023	J	`jnl`	SemiSiROC: Semisupervised Change Detection With Optical Imagery and an Unsupervised Teacher Model. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Lukas Kondmann, Sudipan Saha, Xiao Xiang Zhu
2023	J	`jnl`	SolarNet: A convolutional neural network-based framework for rooftop solar potential estimation from aerial imagery. Int. J. Appl. Earth Obs. Geoinformation Qingyu Li, Sebastian Krapf, Yilei Shi, Xiao Xiang Zhu
2023	—	`conf`	Spatial-Temporal Analysis of Urban Green Space and the Impact on Land Surface Temperature of Beijing, China. JURSE Yue Zeng, Jianhua Guo, Xiao Xiang Zhu
2023	J	`jnl`	SurroundNet: Towards effective low-light image enhancement. Pattern Recognit. Fei Zhou, Xin Sun, Junyu Dong, Xiao Xiang Zhu
2023	J	`jnl`	THE Benchmark: Transferable Representation Learning for Monocular Height Estimation. IEEE Trans. Geosci. Remote. Sens. Zhitong Xiong, Wei Huang, Jingtao Hu, Xiao Xiang Zhu
2023	J	`jnl`	The Politics of Language Choice: How the Russian-Ukrainian War Influences Ukrainians' Language Use on Twitter. CoRR Daniel Racek, Brittany I. Davidson, Paul W. Thurner, Xiao Xiang Zhu, Göran Kauermann
2023	C	`conf`	The Spatial-Temporal Role of Urban Green Space in Mitigating Land Surface Temperature in Chinese Megacities. IGARSS Yue Zeng, Qingsong Xu, Xiao Xiang Zhu
2023	—	`conf`	Towards Impactful Applications of AI4EO in the Global South. JURSE Isabelle Tingzon, James Matthew Miraflor, Xiao Xiang Zhu, Mrinalini Kochupillai
2023	J	`jnl`	Towards Label Embedding - Measuring classification difficulty. CoRR Katharina Hechinger, Christoph Koller, Xiao Xiang Zhu, Göran Kauermann
2023	J	`jnl`	Towards Large-scale Building Attribute Mapping using Crowdsourced Images: Scene Text Recognition on Flickr and Problems to be Solved. CoRR Yao Sun, Anna M. Kruspe, Liqiu Meng, Yifan Tian, Eike Jens Hoffmann, Stefan Auer, Xiao Xiang Zhu
2023	C	`conf`	Towards a Benchmark EO Semantic Segmentation Dataset for Uncertainty Quantification. IGARSS Dawood Wasif, Yuanyuan Wang, Muhammad Shahzad, Rudolph Triebel, Xiao Xiang Zhu
2023	—	`conf`	UCDFormer: Unsupervised Change Detection Using Real-time Transformers. JURSE Qingsong Xu, Yilei Shi, Xiao Xiang Zhu
2023	J	`jnl`	UCDFormer: Unsupervised Change Detection Using a Transformer-Driven Image Translation. IEEE Trans. Geosci. Remote. Sens. Qingsong Xu, Yilei Shi, Jianhua Guo, Chaojun Ouyang, Xiao Xiang Zhu
2023	J	`jnl`	UCDFormer: Unsupervised Change Detection Using a Transformer-driven Image Translation. CoRR Qingsong Xu, Yilei Shi, Jianhua Guo, Chaojun Ouyang, Xiao Xiang Zhu
2023	—	`conf`	UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series. CVPR Workshops Patrick Ebel, Vivien Sainte Fare Garnot, Michael Schmitt, Jan Dirk Wegner, Xiao Xiang Zhu
2023	J	`jnl`	UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series. CoRR Patrick Ebel, Vivien Sainte Fare Garnot, Michael Schmitt, Jan Dirk Wegner, Xiao Xiang Zhu
2023	J	`jnl`	Universal Domain Adaptation for Remote Sensing Image Scene Classification. CoRR Qingsong Xu, Yilei Shi, Xin Yuan, Xiao Xiang Zhu
2023	J	`jnl`	Universal Domain Adaptation for Remote Sensing Image Scene Classification. IEEE Trans. Geosci. Remote. Sens. Qingsong Xu, Yilei Shi, Xin Yuan, Xiao Xiang Zhu
2023	—	`conf`	Urban Land Cover Classification from Sentinel-2 Images with Quantum-Classical Network. JURSE Fan Fan, Yilei Shi, Xiao Xiang Zhu
2023	J	`jnl`	Vision-Language Models in Remote Sensing: Current Progress and Future Trends. CoRR Congcong Wen, Yuan Hu, Xiang Li, Zhenghang Yuan, Xiao Xiang Zhu
2023	—	`conf`	We Won't Get Fooled Again: When Performance Metric Malfunction Affects the Landscape of Hyperparameter Optimization Problems. OLA Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu
2022	J	`jnl`	A Lightweight Deep Learning-Based Cloud Detection Method for Sentinel-2A Imagery Fusing Multiscale Spectral and Spatial Features. IEEE Trans. Geosci. Remote. Sens. Jun Li, Zhaocong Wu, Zhongwen Hu, Canliang Jian, Shaojie Luo, Lichao Mou, Xiao Xiang Zhu, Matthieu Molinier
2022	J	`jnl`	Adversarial Shape Learning for Building Extraction in VHR Remote Sensing Images. IEEE Trans. Image Process. Lei Ding, Hao Tang, Yahui Liu, Yilei Shi, Xiao Xiang Zhu, Lorenzo Bruzzone
2022	J	`jnl`	An Advanced Dirichlet Prior Network for Out-of-Distribution Detection in Remote Sensing. IEEE Trans. Geosci. Remote. Sens. Jakob Gawlikowski, Sudipan Saha, Anna M. Kruspe, Xiao Xiang Zhu
2022	J	`jnl`	An Unsupervised Remote Sensing Change Detection Method Based on Multiscale Graph Convolutional Network and Metric Learning. IEEE Trans. Geosci. Remote. Sens. Xu Tang, Huayu Zhang, Lichao Mou, Fang Liu, Xiangrong Zhang, Xiao Xiang Zhu, Licheng Jiao
2022	C	`conf`	Analysing the Interactions Between Training Dataset Size, Label Noise and Model Performance in Remote Sensing Data. IGARSS Jonas Gütter, Julia Niebling, Xiao Xiang Zhu
2022	J	`jnl`	Anomaly Detection in Aerial Videos With Transformers. IEEE Trans. Geosci. Remote. Sens. Pu Jin, Lichao Mou, Gui-Song Xia, Xiao Xiang Zhu
2022	J	`jnl`	Anomaly Detection in Aerial Videos with Transformers. CoRR Pu Jin, Lichao Mou, Gui-Song Xia, Xiao Xiang Zhu
2022	J	`jnl`	Basis Pursuit Denoising via Recurrent Neural Network Applied to Super-Resolving SAR Tomography. IEEE Trans. Geosci. Remote. Sens. Kun Qian, Yuanyuan Wang, Peter Jung, Yilei Shi, Xiao Xiang Zhu
2022	C	`conf`	Bounding Box Regression Network for Building Height Retrieval Using a Single SAR Image. IGARSS Yao Sun, Lichao Mou, Yuanyuan Wang, Xiao Xiang Zhu
2022	J	`jnl`	Building Footprint Generation Through Convolutional Neural Networks With Attraction Field Representation. IEEE Trans. Geosci. Remote. Sens. Qingyu Li, Lichao Mou, Yuansheng Hua, Yilei Shi, Xiao Xiang Zhu
2022	C	`conf`	Building Type Classification with Incomplete Labels. IGARSS Nikolai Skuppin, Eike Jens Hoffmann, Yilei Shi, Xiao Xiang Zhu
2022	J	`jnl`	CG-Net: Conditional GIS-Aware Network for Individual Building Segmentation in VHR SAR Images. IEEE Trans. Geosci. Remote. Sens. Yao Sun, Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
2022	J	`jnl`	Change Detection Meets Visual Question Answering. IEEE Trans. Geosci. Remote. Sens. Zhenghang Yuan, Lichao Mou, Zhitong Xiong, Xiao Xiang Zhu
2022	C	`conf`	Change-Aware Visual Question Answering. IGARSS Zhenghang Yuan, Lichao Mou, Xiao Xiang Zhu
2022	C	`conf`	Compact Feature Representation for Unsupervised Ood Detection. IGARSS Sudipan Saha, Jakob Gawlikowski, Jay Nandy, Xiao Xiang Zhu
2022	C	`conf`	Comparative Analysis of Nitrogen Dioxide (NO2) Levels in Munich Using Sentinel-5P Atmospheric Products and Ground-Based Measurements. IGARSS Ariadna Pregel Hoderlein, Lukas Kondmann, Xiao Xiang Zhu
2022	C	`conf`	Controlling Weather Field Synthesis Using Variational Autoencoders. IGARSS Dário A. B. Oliveira, Jorge Guevara Diaz, Bianca Zadrozny, Campbell D. Watson, Xiao Xiang Zhu
2022	J	`jnl`	CrossGeoNet: A Framework for Building Footprint Generation of Label-Scarce Geographical Regions. Int. J. Appl. Earth Obs. Geoinformation Qingyu Li, Lichao Mou, Yuansheng Hua, Yilei Shi, Xiao Xiang Zhu
2022	C	`conf`	Deep Active Contour Models for Delineating Glacier Calving Fronts. IGARSS Konrad Heidler, Lichao Mou, Erik Loebel, Mirko Scheinert, Sébastien Lefèvre, Xiao Xiang Zhu
2022	J	`jnl`	Deep Quadruple-Based Hashing for Remote Sensing Image-Sound Retrieval. IEEE Trans. Geosci. Remote. Sens. Yaxiong Chen, Shengwu Xiong, Lichao Mou, Xiao Xiang Zhu
2022	J	`jnl`	Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. Lichao Mou, Sudipan Saha, Yuansheng Hua, Francesca Bovolo, Lorenzo Bruzzone, Xiao Xiang Zhu
2022	J	`jnl`	Deep Relearning in the Geospatial Domain for Semantic Remote Sensing Image Segmentation. IEEE Geosci. Remote. Sens. Lett. Christian Geiß, Yue Zhu, Chunping Qiu, Lichao Mou, Xiao Xiang Zhu, Hannes Taubenböck
2022	B	`conf`	Deep Semantic Model Fusion for Ancient Agricultural Terrace Detection. IEEE Big Data Yi Wang, Chenying Liu, Arti Tiwari, Micha Silver, Arnon Karnieli, Xiao Xiang Zhu, Conrad M. Albrecht
2022	J	`jnl`	Detecting Changes by Learning No Changes: Data-Enclosing-Ball Minimizing Autoencoders for One-Class Change Detection in Multispectral Imagery. IEEE Trans. Geosci. Remote. Sens. Lichao Mou, Yuansheng Hua, Sudipan Saha, Francesca Bovolo, Lorenzo Bruzzone, Xiao Xiang Zhu
2022	J	`jnl`	Disentangled Latent Transformer for Interpretable Monocular Height Estimation. CoRR Zhitong Xiong, Sining Chen, Yilei Shi, Xiao Xiang Zhu
2022	C	`conf`	Domain-Agnostic Domain Adaption for Building Footprint Extraction. IGARSS Fahong Zhang, Yilei Shi, Xiao Xiang Zhu
2022	—	`conf`	Doubly Deformable Aggregation of Covariance Matrices for Few-Shot Segmentation. ECCV (20) Zhitong Xiong, Haopeng Li, Xiao Xiang Zhu
2022	J	`jnl`	Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation. CoRR Zhitong Xiong, Haopeng Li, Xiao Xiang Zhu
2022	A*	`conf`	DynamicEarthNet: Daily Multi-Spectral Satellite Dataset for Semantic Change Segmentation. CVPR Aysim Toker, Lukas Kondmann, Mark Weber, Marvin Eisenberger, Andrés Camero, Jingliang Hu, Ariadna Pregel Hoderlein, Çaglar Senaras, Timothy Davis, Daniel Cremers, Giovanni Marchisio, Xiao Xiang Zhu, Laura Leal-Taixé
2022	J	`jnl`	DynamicEarthNet: Daily Multi-Spectral Satellite Dataset for Semantic Change Segmentation. CoRR Aysim Toker, Lukas Kondmann, Mark Weber, Marvin Eisenberger, Andrés Camero, Jingliang Hu, Ariadna Pregel Hoderlein, Çaglar Senaras, Timothy Davis, Daniel Cremers, Giovanni Marchisio, Xiao Xiang Zhu, Laura Leal-Taixé
2022	C	`conf`	Earth Observation Data Classification with Quantum-Classical Convolutional Neural Network. IGARSS Fan Fan, Yilei Shi, Xiao Xiang Zhu
2022	J	`jnl`	EarthNets: Empowering AI in Earth Observation. CoRR Zhitong Xiong, Fahong Zhang, Yi Wang, Yilei Shi, Xiao Xiang Zhu
2022	J	`jnl`	Enabling Country-Scale Land Cover Mapping with Meter-Resolution Satellite Imagery. CoRR Xin-Yi Tong, Gui-Song Xia, Xiao Xiang Zhu
2022	C	`conf`	Explainability Analysis of CNN in Detection of Volcanic Deformation Signal. IGARSS Teo Beker, Homa Ansari, Sina Montazeri, Qian Song, Xiao Xiang Zhu
2022	J	`jnl`	Explaining the Effects of Clouds on Remote Sensing Scene Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Jakob Gawlikowski, Patrick Ebel, Michael Schmitt, Xiao Xiang Zhu
2022	J	`jnl`	Exploring Self-Attention for Crop-type Classification Explainability. CoRR Ivica Obadic, Ribana Roscher, Dário Augusto Borges Oliveira, Xiao Xiang Zhu
2022	J	`jnl`	Exploring Transformer and Multilabel Classification for Remote Sensing Image Captioning. IEEE Geosci. Remote. Sens. Lett. Hitesh Kandala, Sudipan Saha, Biplab Banerjee, Xiao Xiang Zhu
2022	J	`jnl`	Exploring the Potential of SAR Data for Cloud Removal in Optical Satellite Imagery. CoRR Fang Xu, Yilei Shi, Patrick Ebel, Lei Yu, Gui-Song Xia, Wen Yang, Xiao Xiang Zhu
2022	J	`jnl`	Extracting Glacier Calving Fronts by Deep Learning: The Benefit of Multispectral, Topographic, and Textural Input Features. IEEE Trans. Geosci. Remote. Sens. Erik Loebel, Mirko Scheinert, Martin Horwath, Konrad Heidler, Julia Christmann, Long Duc Phan, Angelika Humbert, Xiao Xiang Zhu
2022	C	`conf`	Feature and Output Consistency Training for Semi-Supervised Building Footprint Generation. IGARSS Qingyu Li, Yilei Shi, Xiao Xiang Zhu
2022	J	`jnl`	From Easy to Hard: Learning Language-Guided Curriculum for Visual Question Answering on Remote Sensing Data. IEEE Trans. Geosci. Remote. Sens. Zhenghang Yuan, Lichao Mou, Qi Wang, Xiao Xiang Zhu
2022	J	`jnl`	From Easy to Hard: Learning Language-guided Curriculum for Visual Question Answering on Remote Sensing Data. CoRR Zhenghang Yuan, Lichao Mou, Qi Wang, Xiao Xiang Zhu
2022	J	`jnl`	FuTH-Net: Fusing Temporal Relations and Holistic Features for Aerial Video Classification. CoRR Pu Jin, Lichao Mou, Yuansheng Hua, Gui-Song Xia, Xiao Xiang Zhu
2022	J	`jnl`	FuTH-Net: Fusing Temporal Relations and Holistic Features for Aerial Video Classification. IEEE Trans. Geosci. Remote. Sens. Pu Jin, Lichao Mou, Yuansheng Hua, Gui-Song Xia, Xiao Xiang Zhu
2022	J	`jnl`	Geo-Information Harvesting from Social Media Data. CoRR Xiao Xiang Zhu, Yuanyuan Wang, Mrinalini Kochupillai, Martin Werner, Matthias Häberle, Eike Jens Hoffmann, Hannes Taubenböck, Devis Tuia, Alex Levering, Nathan Jacobs, Anna M. Kruspe, Karam Abdulahhad
2022	J	`jnl`	Going Beyond One-Hot Encoding in Classification: Can Human Uncertainty Improve Model Performance? CoRR Christoph Koller, Göran Kauermann, Xiao Xiang Zhu
2022	J	`jnl`	HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic Coastline. IEEE Trans. Geosci. Remote. Sens. Konrad Heidler, Lichao Mou, Celia A. Baumhoer, Andreas J. Dietz, Xiao Xiang Zhu
2022	J	`jnl`	HPO: We won't get fooled again. CoRR Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu
2022	J	`jnl`	Identification of undocumented buildings in cadastral data using remote sensing: Construction period, morphology, and landscape. Int. J. Appl. Earth Obs. Geoinformation Qingyu Li, Hannes Taubenböck, Yilei Shi, Stefan Auer, Robert Roschlaub, Clemens Glock, Anna M. Kruspe, Xiao Xiang Zhu
2022	C	`conf`	Knowledge Transfer for Label-Efficient Monocular Height Estimation. IGARSS Zhitong Xiong, Xiao Xiang Zhu
2022	J	`jnl`	Landscape of Neural Architecture Search across sensors: how much do they differ ? CoRR Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu
2022	J	`jnl`	Learning to Generate SAR Images With Adversarial Autoencoder. IEEE Trans. Geosci. Remote. Sens. Qian Song, Feng Xu, Xiao Xiang Zhu, Ya-Qiu Jin
2022	J	`jnl`	Lebanon Solar Rooftop Potential Assessment Using Buildings Segmentation From Aerial Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Hasan Nasrallah, Abed Ellatif Samhat, Yilei Shi, Xiao Xiang Zhu, Ghaleb Faour, Ali J. Ghandour
2022	C	`conf`	Mitigating Distribution Shift for Multi-Sensor Classification. IGARSS Sudipan Saha, Shan Zhao, Muhammad Shahzad, Xiao Xiang Zhu
2022	C	`conf`	Monitoring Urban Forests from Auto-Generated Segmentation MAPS. IGARSS Conrad M. Albrecht, Chenying Liu, Yi Wang, Levente J. Klein, Xiao Xiang Zhu
2022	J	`jnl`	Monitoring Urban Forests from Auto-Generated Segmentation Maps. CoRR Conrad M. Albrecht, Chenying Liu, Yi Wang, Levente J. Klein, Xiao Xiang Zhu
2022	C	`conf`	Multi-Sensor Time Series Cloud Removal Fusing Optical and SAR Satellite Information. IGARSS Patrick Ebel, Yajin Xu, Michael Schmitt, Xiao Xiang Zhu
2022	J	`jnl`	MultiScene: A Large-Scale Dataset and Benchmark for Multiscene Recognition in Single Aerial Images. IEEE Trans. Geosci. Remote. Sens. Yuansheng Hua, Lichao Mou, Pu Jin, Xiao Xiang Zhu
2022	J	`jnl`	Multitarget Domain Adaptation for Remote Sensing Classification Using Graph Neural Network. IEEE Geosci. Remote. Sens. Lett. Sudipan Saha, Shan Zhao, Xiao Xiang Zhu
2022	J	`jnl`	Multitask Learning for Human Settlement Extent Regression and Local Climate Zone Classification. IEEE Geosci. Remote. Sens. Lett. Chunping Qiu, Lukas Liebel, Lloyd Haydn Hughes, Michael Schmitt, Marco Körner, Xiao Xiang Zhu
2022	—	`conf`	On the Generalization of the Semantic Segmentation Model for Landslide Detection. CDCEO@IJCAI Fahong Zhang, Yilei Shi, Qingsong Xu, Zhitong Xiong, Wei Yao, Xiao Xiang Zhu
2022	J	`jnl`	Patch-Level Unsupervised Planetary Change Detection. IEEE Geosci. Remote. Sens. Lett. Sudipan Saha, Xiao Xiang Zhu
2022	B	`conf`	Peaks Fusion assisted Early-stopping Strategy for Overhead Imagery Segmentation with Noisy Labels. IEEE Big Data Chenying Liu, Conrad M. Albrecht, Yi Wang, Xiao Xiang Zhu
2022	J	`jnl`	RegGAN: An End-to-End Network for Building Footprint Generation with Boundary Regularization. Remote. Sens. Qingyu Li, Stefano Zorzi, Yilei Shi, Friedrich Fraundorfer, Xiao Xiang Zhu
2022	—	`conf`	Reiterative Domain Aware Multi-target Adaptation. GCPR Sudipan Saha, Shan Zhao, Nasrullah Sheikh, Xiao Xiang Zhu
2022	C	`conf`	Robust Distribution-Shift Aware Sar-Optical data Fusion for Multi-Label Scene Classification. IGARSS Jakob Gawlikowski, Sudipan Saha, Julia Niebling, Xiao Xiang Zhu
2022	J	`jnl`	SCAF-Net: Scene Context Attention-Based Fusion Network for Vehicle Detection in Aerial Imagery. IEEE Geosci. Remote. Sens. Lett. Minghui Wang, Qingpeng Li, Yunchao Gu, Leyuan Fang, Xiao Xiang Zhu
2022	J	`jnl`	SEN12MS-CR-TS: A Remote-Sensing Data Set for Multimodal Multitemporal Cloud Removal. IEEE Trans. Geosci. Remote. Sens. Patrick Ebel, Yajin Xu, Michael Schmitt, Xiao Xiang Zhu
2022	J	`jnl`	SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation. CoRR Yi Wang, Nassim Ait Ali Braham, Zhitong Xiong, Chenying Liu, Conrad M. Albrecht, Xiao Xiang Zhu
2022	C	`conf`	Self Supervised Learning for Few Shot Hyperspectral Image Classification. IGARSS Nassim Ait Ali Braham, Lichao Mou, Jocelyn Chanussot, Julien Mairal, Xiao Xiang Zhu
2022	J	`jnl`	Self Supervised Learning for Few Shot Hyperspectral Image Classification. CoRR Nassim Ait Ali Braham, Lichao Mou, Jocelyn Chanussot, Julien Mairal, Xiao Xiang Zhu
2022	J	`jnl`	Self-Supervised Multisensor Change Detection. IEEE Trans. Geosci. Remote. Sens. Sudipan Saha, Patrick Ebel, Xiao Xiang Zhu
2022	C	`conf`	Self-Supervised Vision Transformers for Joint SAR-Optical Representation Learning. IGARSS Yi Wang, Conrad M. Albrecht, Xiao Xiang Zhu
2022	J	`jnl`	Self-supervised Learning in Remote Sensing: A Review. CoRR Yi Wang, Conrad M. Albrecht, Nassim Ait Ali Braham, Lichao Mou, Xiao Xiang Zhu
2022	J	`jnl`	Self-supervised Vision Transformers for Joint SAR-optical Representation Learning. CoRR Yi Wang, Conrad M. Albrecht, Xiao Xiang Zhu
2022	J	`jnl`	Semantic Segmentation of Remote Sensing Images With Sparse Annotations. IEEE Geosci. Remote. Sens. Lett. Yuansheng Hua, Diego Marcos, Lichao Mou, Xiao Xiang Zhu, Devis Tuia
2022	J	`jnl`	Semi-Supervised Building Footprint Generation With Feature and Output Consistency Training. IEEE Trans. Geosci. Remote. Sens. Qingyu Li, Yilei Shi, Xiao Xiang Zhu
2022	J	`jnl`	Semi-Supervised Building Footprint Generation with Feature and Output Consistency Training. CoRR Qingyu Li, Yilei Shi, Xiao Xiang Zhu
2022	C	`conf`	Siamese Attention U-Net for Multi-Class Change Detection. IGARSS Sol Cummings, Lukas Kondmann, Xiao Xiang Zhu
2022	J	`jnl`	So2Sat POP - A Curated Benchmark Data Set for Population Estimation from Space on a Continental Scale. CoRR Sugandha Doda, Yuanyuan Wang, Matthias Kahl, Eike Jens Hoffmann, Hannes Taubenböck, Xiao Xiang Zhu
2022	J	`jnl`	Spatial Context Awareness for Unsupervised Change Detection in Optical Satellite Images. IEEE Trans. Geosci. Remote. Sens. Lukas Kondmann, Aysim Toker, Sudipan Saha, Bernhard Schölkopf, Laura Leal-Taixé, Xiao Xiang Zhu
2022	J	`jnl`	Supervised Change Detection Using Prechange Optical-SAR and Postchange SAR Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Sudipan Saha, Muhammad Shahzad, Patrick Ebel, Xiao Xiang Zhu
2022	J	`jnl`	The Outcome of the 2022 Landslide4Sense Competition: Advanced Landslide Detection From Multisource Satellite Imagery. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Omid Ghorbanzadeh, Yonghao Xu, Hengwei Zhao, Junjue Wang, Yanfei Zhong, Dong Zhao, Qi Zang, Shuang Wang, Fahong Zhang, Yilei Shi, Xiao Xiang Zhu, Lin Bai, Weile Li, Weihang Peng, Pedram Ghamisi
2022	J	`jnl`	The Outcome of the 2022 Landslide4Sense Competition: Advanced Landslide Detection from Multi-Source Satellite Imagery. CoRR Omid Ghorbanzadeh, Yonghao Xu, Hengwei Zhao, Junjue Wang, Yanfei Zhong, Dong Zhao, Qi Zang, Shuang Wang, Fahong Zhang, Yilei Shi, Xiao Xiang Zhu, Lin Bai, Weile Li, Weihang Peng, Pedram Ghamisi
2022	C	`conf`	Towards Global Forest Biomass Estimators from Tree Height Data. IGARSS Qian Song, Conrad M. Albrecht, Zhitong Xiong, Xiao Xiang Zhu
2022	—	`conf`	True or False? Detecting False Information on Social Media Using Graph Neural Networks. W-NUT@COLING Samyo Rode-Hasinger, Anna M. Kruspe, Xiao Xiang Zhu
2022	C	`conf`	Uncertainty-Guided Representation Learning in Local Climate Zone Classification. IGARSS Christoph Koller, Muhammad Shahrad, Xiao Xiang Zhu
2022	—	`conf`	Understanding the Role of Weather Data for Earth Surface Forecasting using a ConvLSTM-based Model. CVPR Workshops Codrut-Andrei Diaconu, Sudipan Saha, Stephan Günnemann, Xiao Xiang Zhu
2022	J	`jnl`	Unsupervised Single-Scene Semantic Segmentation for Earth Observation. IEEE Trans. Geosci. Remote. Sens. Sudipan Saha, Muhammad Shahzad, Lichao Mou, Qian Song, Xiao Xiang Zhu
2022	J	`jnl`	Using Social Media Images for Building Function Classification. CoRR Eike Jens Hoffmann, Karam Abdulahhad, Xiao Xiang Zhu
2022	J	`jnl`	γ-Net: Superresolving SAR Tomographic Inversion via Deep Learning. IEEE Trans. Geosci. Remote. Sens. Kun Qian, Yuanyuan Wang, Yilei Shi, Xiao Xiang Zhu
2021	J	`jnl`	A Data-driven Approach to Neural Architecture Search Initialization. CoRR Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu
2021	J	`jnl`	A Multispectral and Multiangle 3-D Convolutional Neural Network for the Classification of ZY-3 Satellite Images Over Urban Areas. IEEE Trans. Geosci. Remote. Sens. Xin Huang, Shuang Li, Jiayi Li, Xiuping Jia, Jun Li, Xiao Xiang Zhu, Jón Atli Benediktsson
2021	J	`jnl`	A Survey of Uncertainty in Deep Neural Networks. CoRR Jakob Gawlikowski, Cedrique Rovile Njieutcheu Tassi, Mohsin Ali, Jongseok Lee, Matthias Humt, Jianxiang Feng, Anna M. Kruspe, Rudolph Triebel, Peter Jung, Ribana Roscher, Muhammad Shahzad, Wen Yang, Richard Bamler, Xiao Xiang Zhu
2021	J	`jnl`	A lightweight deep learning based cloud detection method for Sentinel-2A imagery fusing multi-scale spectral and spatial features. CoRR Jun Li, Zhaocong Wu, Zhongwen Hu, Canliang Jian, Shaojie Luo, Lichao Mou, Xiao Xiang Zhu, Matthieu Molinier
2021	J	`jnl`	Adversarially Robust Classifier with Covariate Shift Adaptation. CoRR Jay Nandy, Sudipan Saha, Wynne Hsu, Mong-Li Lee, Xiao Xiang Zhu
2021	J	`jnl`	Aerial Scene Understanding in The Wild: Multi-Scene Recognition via Prototype-based Memory Networks. CoRR Yuansheng Hua, Lichao Mou, Jianzhe Lin, Konrad Heidler, Xiao Xiang Zhu
2021	C	`conf`	An OpenStreetMap-Based Dataset of Building Footprints for Analysing Different Types of Label Noise. IGARSS Jonas Gütter, Anna M. Kruspe, Xiao Xiang Zhu
2021	C	`conf`	An Overview of Multimodal Remote Sensing Data Fusion: From Image to Feature, From Shallow to Deep. IGARSS Danfeng Hong, Jocelyn Chanussot, Xiao Xiang Zhu
2021	C	`conf`	Anomaly Detection in Aerial Videos Via Future Frame Prediction Networks. IGARSS Pu Jin, Lichao Mou, Gui-Song Xia, Xiao Xiang Zhu
2021	J	`jnl`	Attention-Aware Pseudo-3-D Convolutional Neural Network for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. Jianzhe Lin, Lichao Mou, Xiao Xiang Zhu, Xiangyang Ji, Z. Jane Wang
2021	C	`conf`	Blinded by the Light: Monitoring Local Economic Development Over Time With Nightlight Emissions. IGARSS Lukas Kondmann, Hannes Taubenböck, Xiao Xiang Zhu
2021	J	`jnl`	Change Detection in Hyperdimensional Images Using Untrained Models. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Sudipan Saha, Lukas Kondmann, Qian Song, Xiao Xiang Zhu
2021	—	`conf`	Changes in Twitter geolocations: Insights and suggestions for future usage. W-NUT Anna M. Kruspe, Matthias Häberle, Eike Jens Hoffmann, Samyo Rode-Hasinger, Karam Abdulahhad, Xiao Xiang Zhu
2021	J	`jnl`	Changes in Twitter geolocations: Insights and suggestions for future usage. CoRR Anna M. Kruspe, Matthias Häberle, Eike Jens Hoffmann, Samyo Rode-Hasinger, Karam Abdulahhad, Xiao Xiang Zhu
2021	C	`conf`	Conditional GIS-Aware Network for Individual Building Segmentation in a VHR SAR Image. IGARSS Yao Sun, Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
2021	J	`jnl`	Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification. CoRR Lichao Mou, Sudipan Saha, Yuansheng Hua, Francesca Bovolo, Lorenzo Bruzzone, Xiao Xiang Zhu
2021	C	`conf`	Efficient SAR Tomographic Inversion via Sparse Bayesian Learning. IGARSS Yuanyuan Wang, Kun Qian, Xiao Xiang Zhu
2021	C	`conf`	End-to-End Semantic Segmentation and Boundary Regularization of Buildings from Satellite Imagery. IGARSS Qingyu Li, Stefano Zorzi, Yilei Shi, Friedrich Fraundorfer, Xiao Xiang Zhu
2021	J	`jnl`	Fitness Landscape Footprint: A Framework to Compare Neural Architecture Search Problems. CoRR Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu
2021	C	`conf`	Generation of Large Scale 3-D City Models Using Insar and Optical Data. IGARSS Yilei Shi, Richard Bamler, Yuanyuan Wang, Xiao Xiang Zhu
2021	J	`jnl`	Generative modeling of spatio-temporal weather patterns with extreme event conditioning. CoRR Konstantin Klemmer, Sudipan Saha, Matthias Kahl, Tianlin Xu, Xiao Xiang Zhu
2021	J	`jnl`	HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic Coastline. CoRR Konrad Heidler, Lichao Mou, Celia A. Baumhoer, Andreas J. Dietz, Xiao Xiang Zhu
2021	C	`conf`	Hed-Unet: A Multi-Scale Framework for Simultaneous Segmentation and Edge Detection. IGARSS Konrad Heidler, Lichao Mou, Celia A. Baumhoer, Andreas J. Dietz, Xiao Xiang Zhu
2021	C	`conf`	Improving Land Cover Classification with a Shift-Invariant Center-Focusing Convolutional Neural Network. IGARSS Cong Luo, Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
2021	C	`conf`	InSAR Displacement Time Series Mining: A Machine Learning Approach. IGARSS Homa Ansari, Marc Rußwurm, Mohsin Ali, Sina Montazeri, Alessandro Parizzi, Xiao Xiang Zhu
2021	C	`conf`	Internal Learning for Sequence-to-Sequence Cloud Removal via Synthetic Aperture Radar Prior Information. IGARSS Patrick Ebel, Michael Schmitt, Xiao Xiang Zhu
2021	J	`jnl`	Interpretable Hyperspectral AI: When Non-Convex Modeling meets Hyperspectral Remote Sensing. CoRR Danfeng Hong, Wei He, Naoto Yokoya, Jing Yao, Lianru Gao, Liangpei Zhang, Jocelyn Chanussot, Xiao Xiang Zhu
2021	J	`jnl`	Joint and Progressive Subspace Analysis (JPSA) With Spatial-Spectral Manifold Alignment for Semisupervised Hyperspectral Dimensionality Reduction. IEEE Trans. Cybern. Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Jian Xu, Xiao Xiang Zhu
2021	J	`jnl`	Large-scale Building Height Retrieval from Single SAR Imagery based on Bounding Box Regression Networks. CoRR Yao Sun, Lichao Mou, Yuanyuan Wang, Sina Montazeri, Xiao Xiang Zhu
2021	J	`jnl`	Lessons from the Clustering Analysis of a Search Space: A Centroid-based Approach to Initializing NAS. CoRR Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu
2021	C	`conf`	Mask-Height R-CNN: An End-to-End Network for 3D Building Reconstruction from Monocular Remote Sensing Imagery. IGARSS Sining Chen, Lichao Mou, Qingyu Li, Yao Sun, Xiao Xiang Zhu
2021	C	`conf`	Mitigating Spatial and Spectral Differences for Change Detection Using Super-Resolution and Unsupervised Learning. IGARSS Jonathan Prexl, Sudipan Saha, Xiao Xiang Zhu
2021	J	`jnl`	MultiScene: A Large-scale Dataset and Benchmark for Multi-scene Recognition in Single Aerial Images. CoRR Yuansheng Hua, Lichao Mou, Pu Jin, Xiao Xiang Zhu
2021	J	`jnl`	Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model. CoRR Danfeng Hong, Jingliang Hu, Jing Yao, Jocelyn Chanussot, Xiao Xiang Zhu
2021	J	`jnl`	Multisensor Data Fusion for Cloud Removal in Global and All-Season Sentinel-2 Imagery. IEEE Trans. Geosci. Remote. Sens. Patrick Ebel, Andrea Meraner, Michael Schmitt, Xiao Xiang Zhu
2021	J	`jnl`	On Creating Benchmark Dataset for Aerial Image Interpretation: Reviews, Guidances, and Million-AID. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Yang Long, Gui-Song Xia, Shengyang Li, Wen Yang, Michael Ying Yang, Xiao Xiang Zhu, Liangpei Zhang, Deren Li
2021	J	`jnl`	Out-of-distribution detection in satellite image classification. CoRR Jakob Gawlikowski, Sudipan Saha, Anna M. Kruspe, Xiao Xiang Zhu
2021	—	`conf`	Progressive Unsupervised Deep Transfer Learning for Forest Mapping in Satellite Image. ICCVW Nouman Ahmed, Sudipan Saha, Muhammad Shahzad, Muhammad Moazam Fraz, Xiao Xiang Zhu
2021	J	`jnl`	Reiterative Domain Aware Multi-target Adaptation. CoRR Sudipan Saha, Shan Zhao, Xiao Xiang Zhu
2021	J	`jnl`	SAR Tomography via Nonlinear Blind Scatterer Separation. IEEE Trans. Geosci. Remote. Sens. Yuanyuan Wang, Xiao Xiang Zhu
2021	J	`jnl`	SDFL-FC: Semisupervised Deep Feature Learning With Feature Consistency for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. Yun Cao, Yuebin Wang, Junhuan Peng, Chunping Qiu, Lei Ding, Xiao Xiang Zhu
2021	C	`conf`	Seeing the Bigger Picture: Enabling Large Context Windows in Neural Networks by Combining Multiple Zoom Levels. IGARSS Konrad Heidler, Lichao Mou, Xiao Xiang Zhu
2021	—	`conf`	Segmentation of VHR EO Images using Unsupervised Learning. MACLEAN@PKDD/ECML Sudipan Saha, Lichao Mou, Muhammad Shahzad, Xiao Xiang Zhu
2021	J	`jnl`	Segmentation of VHR EO Images using Unsupervised Learning. CoRR Sudipan Saha, Lichao Mou, Muhammad Shahzad, Xiao Xiang Zhu
2021	C	`conf`	Self-Paced Curriculum Learning for Visual Question Answering on Remote Sensing Data. IGARSS Zhenghang Yuan, Lichao Mou, Xiao Xiang Zhu
2021	J	`jnl`	Self-supervised Audiovisual Representation Learning for Remote Sensing Data. CoRR Konrad Heidler, Lichao Mou, Di Hu, Pu Jin, Guangyao Li, Chuang Gan, Ji-Rong Wen, Xiao Xiang Zhu
2021	J	`jnl`	Self-supervised Multisensor Change Detection. CoRR Sudipan Saha, Patrick Ebel, Xiao Xiang Zhu
2021	J	`jnl`	Semantic Segmentation of Remote Sensing Images with Sparse Annotations. CoRR Yuansheng Hua, Diego Marcos, Lichao Mou, Xiao Xiang Zhu, Devis Tuia
2021	J	`jnl`	Semisupervised Change Detection Using Graph Convolutional Network. IEEE Geosci. Remote. Sens. Lett. Sudipan Saha, Lichao Mou, Xiao Xiang Zhu, Francesca Bovolo, Lorenzo Bruzzone
2021	J	`jnl`	Single-Look Multi-Master SAR Tomography: An Introduction. IEEE Trans. Geosci. Remote. Sens. Nan Ge, Richard Bamler, Danfeng Hong, Xiao Xiang Zhu
2021	C	`conf`	Super-Resolving Sar Tomography Using Deep Learning. IGARSS Kun Qian, Yuanyuan Wang, Yilei Shi, Xiao Xiang Zhu
2021	J	`jnl`	SurroundNet: Towards Effective Low-Light Image Enhancement. CoRR Fei Zhou, Xin Sun, Junyu Dong, Haoran Zhao, Xiao Xiang Zhu
2021	J	`jnl`	THE Benchmark: Transferable Representation Learning for Monocular Height Estimation. CoRR Zhitong Xiong, Wei Huang, Jingtao Hu, Yilei Shi, Qi Wang, Xiao Xiang Zhu
2021	C	`conf`	Temporal Relations Matter: A Two-Pathway Network for Aerial Video Recognition. IGARSS Pu Jin, Lichao Mou, Yuansheng Hua, Gui-Song Xia, Xiao Xiang Zhu
2021	C	`conf`	Towards Out-of-Distribution Detection for Remote Sensing. IGARSS Jakob Gawlikowski, Sudipan Saha, Anna M. Kruspe, Xiao Xiang Zhu
2021	J	`jnl`	Towards a Collective Agenda on AI for Earth Science Data Analysis. CoRR Devis Tuia, Ribana Roscher, Jan Dirk Wegner, Nathan Jacobs, Xiao Xiang Zhu, Gustau Camps-Valls
2021	C	`conf`	Trusting Small Training Dataset for Supervised Change Detection. IGARSS Sudipan Saha, Biplab Banerjee, Xiao Xiang Zhu
2021	J	`jnl`	Trusting small training dataset for supervised change detection. CoRR Sudipan Saha, Biplab Banerjee, Xiao Xiang Zhu
2021	C	`conf`	Unconstrained Aerial Scene Recognition with Deep Neural Networks and a New Dataset. IGARSS Yuansheng Hua, Lichao Mou, Pu Jin, Xiao Xiang Zhu
2021	J	`jnl`	Under the Radar - Auditing Fairness in ML for Humanitarian Mapping. CoRR Lukas Kondmann, Xiao Xiang Zhu
2021	C	`conf`	Whats Next in AI4EO? IGARSS Xiao Xiang Zhu
2021	C	`conf`	Zooming into Uncertainties: Towards Fusing Multi Zoom Level Imagery for Urban Land Use Segmentation. IGARSS Eike Jens Hoffmann, Mohsin Ali, Xiao Xiang Zhu
2020	B	`conf`	A Novel Actor Dual-Critic Model for Remote Sensing Image Captioning. ICPR Ruchika Chavhan, Biplab Banerjee, Xiao Xiang Zhu, Subhasis Chaudhuri
2020	J	`jnl`	A Novel Actor Dual-Critic Model for Remote Sensing Image Captioning. CoRR Ruchika Chavhan, Biplab Banerjee, Xiao Xiang Zhu, Subhasis Chaudhuri
2020	C	`conf`	A Novel Approach to Unsupervised Segmentation of Multitemporal VHR Images based on Deep Learning. IGARSS Sudipan Saha, Lichao Mou, Chunping Qiu, Xiao Xiang Zhu, Francesca Bovolo, Lorenzo Bruzzone
2020	J	`jnl`	A framework for large-scale mapping of human settlement extent from Sentinel-2 images via fully convolutional neural networks. CoRR Chunping Qiu, Michael Schmitt, Christian Geiß, Tzu-Hsin Karen Chen, Xiao Xiang Zhu
2020	J	`jnl`	Ambient Sound Helps: Audiovisual Crowd Counting in Extreme Conditions. CoRR Di Hu, Lichao Mou, Qingzhong Wang, Junyu Gao, Yuansheng Hua, Dejing Dou, Xiao Xiang Zhu
2020	J	`jnl`	Automatic skin lesion classification based on mid-level feature learning. Comput. Medical Imaging Graph. Lina Liu, Lichao Mou, Xiao Xiang Zhu, Mrinal Mandal
2020	C	`conf`	Building Extraction by Gated Graph Convolutional Neural Network with Deep Structured Feature Embedding. IGARSS Yilei Shi, Qinyu Li, Xiao Xiang Zhu
2020	J	`jnl`	Building Footprint Generation by Integrating Convolution Neural Network With Feature Pairwise Conditional Random Field (FPCRF). IEEE Trans. Geosci. Remote. Sens. Qingyu Li, Yilei Shi, Xin Huang, Xiao Xiang Zhu
2020	J	`jnl`	Building Footprint Generation by IntegratingConvolution Neural Network with Feature PairwiseConditional Random Field (FPCRF). CoRR Qingyu Li, Yilei Shi, Xin Huang, Xiao Xiang Zhu
2020	J	`jnl`	CG-Net: Conditional GIS-aware Network for Individual Building Segmentation in VHR SAR Images. CoRR Yao Sun, Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
2020	C	`conf`	Cloud Removal in Unpaired Sentinel-2 Imagery Using Cycle-Consistent GAN and SAR-Optical Data Fusion. IGARSS Patrick Ebel, Michael Schmitt, Xiao Xiang Zhu
2020	J	`jnl`	Cross-language sentiment analysis of European Twitter messages duringthe COVID-19 pandemic. CoRR Anna M. Kruspe, Matthias Häberle, Iona Kuhn, Xiao Xiang Zhu
2020	J	`jnl`	Deep Learning Meets SAR. CoRR Xiao Xiang Zhu, Sina Montazeri, Mohsin Ali, Yuansheng Hua, Yuanyuan Wang, Lichao Mou, Yilei Shi, Feng Xu, Richard Bamler
2020	J	`jnl`	DiRS: On Creating Benchmark Datasets for Remote Sensing Image Interpretation. CoRR Yang Long, Gui-Song Xia, Shengyang Li, Wen Yang, Michael Ying Yang, Xiao Xiang Zhu, Liangpei Zhang, Deren Li
2020	J	`jnl`	ERA: A Dataset and Deep Learning Benchmark for Event Recognition in Aerial Videos. CoRR Lichao Mou, Yuansheng Hua, Pu Jin, Xiao Xiang Zhu
2020	C	`conf`	Event and Activity Recognition in Aerial Videos Using Deep Neural Networks and a New Dataset. IGARSS Lichao Mou, Yuansheng Hua, Pu Jin, Xiao Xiang Zhu
2020	J	`jnl`	Exploring Deep 3D Spatial Encodings for Large-Scale 3D Scene Understanding. CoRR Saqib Ali Khan, Yilei Shi, Muhammad Shahzad, Xiao Xiang Zhu
2020	—	`conf`	FGCN: Deep Feature-based Graph Convolutional Network for Semantic Segmentation of Urban 3D Point Clouds. CVPR Workshops Saqib Ali Khan, Yilei Shi, Muhammad Shahzad, Xiao Xiang Zhu
2020	J	`jnl`	Fusing Multiseasonal Sentinel-2 Imagery for Urban Land Cover Classification With Multibranch Residual Convolutional Neural Networks. IEEE Geosci. Remote. Sens. Lett. Chunping Qiu, Lichao Mou, Michael Schmitt, Xiao Xiang Zhu
2020	J	`jnl`	Generative Adversarial Networks for Synthesizing InSAR Patches. CoRR Philipp Sibler, Yuanyuan Wang, Stefan Auer, Mohsin Ali, Xiao Xiang Zhu
2020	C	`conf`	Instance Segmentation of Buildings Using Keypoints. IGARSS Qingyu Li, Lichao Mou, Yuansheng Hua, Yao Sun, Pu Jin, Yilei Shi, Xiao Xiang Zhu
2020	J	`jnl`	Instance segmentation of buildings using keypoints. CoRR Qingyu Li, Lichao Mou, Yuansheng Hua, Yao Sun, Pu Jin, Yilei Shi, Xiao Xiang Zhu
2020	J	`jnl`	Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. Danfeng Hong, Xin Wu, Pedram Ghamisi, Jocelyn Chanussot, Naoto Yokoya, Xiao Xiang Zhu
2020	J	`jnl`	Joint and Progressive Subspace Analysis (JPSA) with Spatial-Spectral Manifold Alignment for Semi-Supervised Hyperspectral Dimensionality Reduction. CoRR Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Jian Xu, Xiao Xiang Zhu
2020	C	`conf`	Learning Multi-Label Aerial Image Classification Under Label Noise: A Regularization Approach Using Word Embeddings. IGARSS Yuansheng Hua, Sylvain Lobry, Lichao Mou, Devis Tuia, Xiao Xiang Zhu
2020	J	`jnl`	Learning to Pay Attention on Spectral Domain: A Spectral Attention Module-Based Convolutional Network for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. Lichao Mou, Xiao Xiang Zhu
2020	J	`jnl`	Learning-Shared Cross-Modality Representation Using Multispectral-LiDAR and Hyperspectral Data. IEEE Geosci. Remote. Sens. Lett. Danfeng Hong, Jocelyn Chanussot, Naoto Yokoya, Jian Kang, Xiao Xiang Zhu
2020	J	`jnl`	Mapping the Land Cover of Africa at 10 m Resolution from Multi-Source Remote Sensing Data with Google Earth Engine. Remote. Sens. Qingyu Li, Chunping Qiu, Lei Ma, Michael Schmitt, Xiao Xiang Zhu
2020	J	`jnl`	Multi-level Feature Fusion-based CNN for Local Climate Zone Classification from Sentinel-2 Images: Benchmark Results on the So2Sat LCZ42 Dataset. CoRR Chunping Qiu, Xiaochong Tong, Michael Schmitt, Benjamin Bechtel, Xiao Xiang Zhu
2020	J	`jnl`	Multi-task Learning for Human Settlement Extent Regression and Local Climate Zone Classification. CoRR Chunping Qiu, Lukas Liebel, Lloyd H. Hughes, Michael Schmitt, Marco Körner, Xiao Xiang Zhu
2020	J	`jnl`	Multilevel Feature Fusion-Based CNN for Local Climate Zone Classification From Sentinel-2 Images: Benchmark Results on the So2Sat LCZ42 Dataset. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Chunping Qiu, Xiaochong Tong, Michael Schmitt, Benjamin Bechtel, Xiao Xiang Zhu
2020	J	`jnl`	Multipass SAR Interferometry Based on Total Variation Regularized Robust Low Rank Tensor Decomposition. IEEE Trans. Geosci. Remote. Sens. Jian Kang, Yuanyuan Wang, Xiao Xiang Zhu
2020	J	`jnl`	Nonlocal Graph Convolutional Networks for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. Lichao Mou, Xiaoqiang Lu, Xuelong Li, Xiao Xiang Zhu
2020	J	`jnl`	Relation Matters: Relational Context-Aware Fully Convolutional Network for Semantic Segmentation of High-Resolution Aerial Images. IEEE Trans. Geosci. Remote. Sens. Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu
2020	J	`jnl`	Relation Network for Multilabel Aerial Image Classification. IEEE Trans. Geosci. Remote. Sens. Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
2020	J	`jnl`	SAR Tomography at the Limit: Building Height Reconstruction Using Only 3-5 TanDEM-X Bistatic Interferograms. CoRR Yilei Shi, Richard Bamler, Yuanyuan Wang, Xiao Xiang Zhu
2020	J	`jnl`	SAR Tomography at the Limit: Building Height Reconstruction Using Only 3-5 TanDEM-X Bistatic Interferograms. IEEE Trans. Geosci. Remote. Sens. Yilei Shi, Richard Bamler, Yuanyuan Wang, Xiao Xiang Zhu
2020	J	`jnl`	Satellite-Based Mapping of Urban Poverty With Transfer-Learned Slum Morphologies. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Thomas Stark, Michael Wurm, Xiao Xiang Zhu, Hannes Taubenböck
2020	J	`jnl`	Spatial-Spectral Manifold Embedding of Hyperspectral Data. CoRR Danfeng Hong, Jing Yao, Xin Wu, Jocelyn Chanussot, Xiao Xiang Zhu
2020	J	`jnl`	Unsupervised Deep Joint Segmentation of Multitemporal High-Resolution Images. IEEE Trans. Geosci. Remote. Sens. Sudipan Saha, Lichao Mou, Chunping Qiu, Xiao Xiang Zhu, Francesca Bovolo, Lorenzo Bruzzone
2020	C	`conf`	Unsupervised Hyperspectral Embedding by Learning a Deep Regression Network. IGARSS Danfeng Hong, Jing Yao, Jocelyn Chanussot, Xiao Xiang Zhu
2020	C	`conf`	Vision-Based Scattering Key-Frame Extraction for VideoSAR Summarization. IGARSS Ying Zhang, Lichao Mau, Daiyin Zhu, Xiao Xiang Zhu
2020	J	`jnl`	Weakly Supervised Semantic Segmentation of Satellite Images for Land Cover Mapping - Challenges and Opportunities. CoRR Michael Schmitt, Jonathan Prexl, Patrick Ebel, Lukas Liebel, Xiao Xiang Zhu
2020	J	`jnl`	X-ModalNet: A Semi-Supervised Deep Cross-Modal Network for Classification of Remote Sensing Data. CoRR Danfeng Hong, Naoto Yokoya, Gui-Song Xia, Jocelyn Chanussot, Xiao Xiang Zhu
2019	J	`jnl`	A Comparative Review of Manifold Learning Techniques for Hyperspectral and Polarimetric SAR Image Fusion. Remote. Sens. Jingliang Hu, Danfeng Hong, Yuanyuan Wang, Xiao Xiang Zhu
2019	A*	`conf`	A Relation-Augmented Fully Convolutional Network for Semantic Segmentation in Aerial Scenes. CVPR Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu
2019	J	`jnl`	A Relation-Augmented Fully Convolutional Network for Semantic Segmentation in Aerial Scenes. CoRR Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu
2019	J	`jnl`	A Review of Point Cloud Semantic Segmentation. CoRR Yuxing Xie, Jiaojiao Tian, Xiao Xiang Zhu
2019	C	`conf`	A Topological Data Analysis Guided Fusion Algorithm: Mapper-Regularized Manifold Alignment. IGARSS Jingliang Hu, Danfeng Hong, Yuanyuan Wang, Xiao Xiang Zhu
2019	J	`jnl`	An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing. IEEE Trans. Image Process. Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu
2019	C	`conf`	Automatic Registration of SAR Image and GIS Building Footprints Data in Dense Urban Area. IGARSS Yao Sun, Yuanyuan Wang, Xiao Xiang Zhu
2019	—	`conf`	BFGAN - building footprint extraction from satellite images. JURSE Yilei Shi, Qingyu Li, Xiao Xiang Zhu
2019	J	`jnl`	Bistatic-Like Differential SAR Tomography. IEEE Trans. Geosci. Remote. Sens. Nan Ge, Xiao Xiang Zhu
2019	J	`jnl`	Building Footprint Generation Using Improved Generative Adversarial Networks. IEEE Geosci. Remote. Sens. Lett. Yilei Shi, Qingyu Li, Xiao Xiang Zhu
2019	—	`conf`	Building Instance Classification using Social Media Images. JURSE Eike Jens Hoffmann, Martin Werner, Xiao Xiang Zhu
2019	J	`jnl`	Building Segmentation through a Gated Graph Convolutional Neural Network with Deep Structured Feature Embedding. CoRR Yilei Shi, Qingyu Li, Xiao Xiang Zhu
2019	C	`conf`	Building Type Classification from Social Media Texts via Geo-Spatial Textmining. IGARSS Matthias Häberle, Martin Werner, Xiao Xiang Zhu
2019	J	`jnl`	Buildings Detection in VHR SAR Images Using Fully Convolution Neural Networks. IEEE Trans. Geosci. Remote. Sens. Muhammad Shahzad, Michael Maurer, Friedrich Fraundorfer, Yuanyuan Wang, Xiao Xiang Zhu
2019	J	`jnl`	CoSpace: Common Subspace Learning From Hyperspectral-Multispectral Correspondences. IEEE Trans. Geosci. Remote. Sens. Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu
2019	C	`conf`	Fusing Multi-Seasonal Sentinel-2 Images with Residual Convolutional Neural Networks for Local Climate Zone-Derived Urban Land Cover Classification. IGARSS Chunping Qiu, Michael Schmitt, Xiao Xiang Zhu
2019	J	`jnl`	Fusion of Heterogeneous Earth Observation Data for the Classification of Local Climate Zones. CoRR Guichen Zhang, Pedram Ghamisi, Xiao Xiang Zhu
2019	J	`jnl`	Fusion of Heterogeneous Earth Observation Data for the Classification of Local Climate Zones. IEEE Trans. Geosci. Remote. Sens. Guichen Zhang, Pedram Ghamisi, Xiao Xiang Zhu
2019	J	`jnl`	Has Dongying developed to a ghost city? - Evidence from multi-temporal population estimation based on VHR remote sensing and census counts. Comput. Environ. Urban Syst. Tobias Leichtle, Tobia Lakes, Xiao Xiang Zhu, Hannes Taubenböck
2019	J	`jnl`	Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification. CoRR Danfeng Hong, Xin Wu, Pedram Ghamisi, Jocelyn Chanussot, Naoto Yokoya, Xiao Xiang Zhu
2019	C	`conf`	Label Relation Inference for Multi-Label Aerial Image Classification. IGARSS Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
2019	J	`jnl`	Large-Area Characterization of Urban Morphology - Mapping of Built-Up Height and Density Using TanDEM-X and Sentinel-2 Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Christian Geiß, Tobias Leichtle, Michael Wurm, Patrick Aravena Pelizari, Ines Standfuß, Xiao Xiang Zhu, Emily So, Stefan Siedentop, Thomas Esch, Hannes Taubenböck
2019	—	`conf`	Large-Scale Urban Mapping using Small Stack Multi-baseline TanDEM-X Interferograms. JURSE Yilei Shi, Yuanyuan Wang, Xiao Xiang Zhu, Richard Bamler
2019	—	`conf`	Large-scale Building Height Estimation from Single VHR SAR image Using Fully Convolutional Network and GIS building footprints. JURSE Yao Sun, Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
2019	J	`jnl`	Learnable Manifold Alignment (LeMA) : A Semi-supervised Cross-modality Learning Framework for Land Cover and Land Use Classification. CoRR Danfeng Hong, Naoto Yokoya, Nan Ge, Jocelyn Chanussot, Xiao Xiang Zhu
2019	J	`jnl`	Learning Shared Cross-modality Representation Using Multispectral-LiDAR and Hyperspectral Data. CoRR Danfeng Hong, Jocelyn Chanussot, Naoto Yokoya, Jian Kang, Xiao Xiang Zhu
2019	J	`jnl`	Learning Spectral-Spatial-Temporal Features via a Recurrent Convolutional Neural Network for Change Detection in Multispectral Imagery. IEEE Trans. Geosci. Remote. Sens. Lichao Mou, Lorenzo Bruzzone, Xiao Xiang Zhu
2019	J	`jnl`	MIMA: MAPPER-Induced Manifold Alignment for Semi-Supervised Fusion of Optical Image and Polarimetric SAR Data. CoRR Jingliang Hu, Danfeng Hong, Xiao Xiang Zhu
2019	J	`jnl`	MIMA: MAPPER-Induced Manifold Alignment for Semi-Supervised Fusion of Optical Image and Polarimetric SAR Data. IEEE Trans. Geosci. Remote. Sens. Jingliang Hu, Danfeng Hong, Xiao Xiang Zhu
2019	—	`conf`	Mapping Human Settlements with Multi-seasonal Sentinel-2 Imagery and Attention-based ResNeXt. JURSE Chunping Qiu, Michael Schmitt, Hannes Taubenböck, Xiao Xiang Zhu
2019	C	`conf`	Mitigation of Positioning Bias in PSI Point Clouds. IGARSS Sina Montazeri, Fernando Rodríguez González, Xiao Xiang Zhu
2019	J	`jnl`	Model Fusion for Building Type Classification from Aerial and Street View Images. Remote. Sens. Eike Jens Hoffmann, Yuanyuan Wang, Martin Werner, Jian Kang, Xiao Xiang Zhu
2019	—	`conf`	Multi-label Aerial Image Classification using A Bidirectional Class-wise Attention Network. JURSE Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
2019	C	`conf`	Mutual Information Analysis of Social Media Images and Building Functions. IGARSS Eike Jens Hoffmann, Martin Werner, Xiao Xiang Zhu
2019	C	`conf`	Non-Local SAR Tomography for Large-Scale Urban Mapping. IGARSS Yilei Shi, Yuanyuan Wang, Xiao Xiang Zhu, Richard Bamler
2019	J	`jnl`	Nonlocal Compressive Sensing-Based SAR Tomography. IEEE Trans. Geosci. Remote. Sens. Yilei Shi, Xiao Xiang Zhu, Richard Bamler
2019	J	`jnl`	R IEEE Trans. Geosci. Remote. Sens. Qingpeng Li, Lichao Mou, Qizhi Xu, Yun Zhang, Xiao Xiang Zhu
2019	J	`jnl`	Relation Network for Multi-label Aerial Image Classification. CoRR Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
2019	J	`jnl`	SEN12MS - A Curated Dataset of Georeferenced Multi-Spectral Sentinel-1/2 Imagery for Deep Learning and Data Fusion. CoRR Michael Schmitt, Lloyd Haydn Hughes, Chunping Qiu, Xiao Xiang Zhu
2019	—	`conf`	Skin Lesion Segmentation Based on Improved U-net. CCECE Lina Liu, Lichao Mou, Xiao Xiang Zhu, Mrinal Mandal
2019	—	`conf`	Slum Mapping in Imbalanced Remote Sensing Datasets Using Transfer Learned Deep Features. JURSE Thomas Stark, Michael Wurm, Hannes Taubenböck, Xiao Xiang Zhu
2019	J	`jnl`	So2Sat LCZ42: A Benchmark Dataset for Global Local Climate Zones Classification. CoRR Xiao Xiang Zhu, Jingliang Hu, Chunping Qiu, Yilei Shi, Jian Kang, Lichao Mou, Hossein Bagheri, Matthias Häberle, Yuansheng Hua, Rong Huang, Lloyd H. Hughes, Hao Li, Yao Sun, Guichen Zhang, Shiyao Han, Michael Schmitt, Yuanyuan Wang
2019	C	`conf`	Spatial Relational Reasoning in Networks for Improving Semantic Segmentation of Aerial Images. IGARSS Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu
2019	C	`conf`	The Challenge of Creating The Sarptical Dataset. IGARSS Yuanyuan Wang, Xiao Xiang Zhu
2019	—	`conf`	Towards the Reconstruction of Prismatic Building Models by SAR-Optical Stereogrammetry. JURSE Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu
2019	C	`conf`	WU-Net: A Weakly-Supervised Unmixing Network for Remotely Sensed Hyperspectral Imagery. IGARSS Danfeng Hong, Jocelyn Chanussot, Naoto Yokoya, Uta Heiden, Wieke Heldens, Xiao Xiang Zhu
2018	J	`jnl`	A Fast and Accurate Basis Pursuit Denoising Algorithm With Application to Super-Resolving Tomographic SAR. IEEE Trans. Geosci. Remote. Sens. Yilei Shi, Xiao Xiang Zhu, Wotao Yin, Richard Bamler
2018	J	`jnl`	A Nonlocal InSAR Filter for High-Resolution DEM Generation From TanDEM-X Interferograms. IEEE Trans. Geosci. Remote. Sens. Gerald Baier, Cristian Rossi, Marie Lachaise, Xiao Xiang Zhu, Richard Bamler
2018	C	`conf`	A Recurrent Convolutional Neural Network for Land Cover Change Detection in Multispectral Images. IGARSS Lichao Mou, Xiao Xiang Zhu
2018	J	`jnl`	A Review of Ten-Year Advances of Multi-Baseline SAR Interferometry Using TerraSAR-X Data. Remote. Sens. Xiao Xiang Zhu, Yuanyuan Wang, Sina Montazeri, Nan Ge
2018	J	`jnl`	An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing. CoRR Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu
2018	J	`jnl`	Are the Poor Digitally Left Behind? Indications of Urban Divides Based on Remote Sensing and Twitter Data. ISPRS Int. J. Geo Inf. Hannes Taubenböck, Jeroen Staab, Xiao Xiang Zhu, Christian Geiß, Stefan W. Dech, Michael Wurm
2018	J	`jnl`	Building Footprint Generation Using Improved Generative Adversarial Networks. CoRR Yilei Shi, Qingyu Li, Xiao Xiang Zhu
2018	J	`jnl`	Building Instance Classification Using Street View Images. CoRR Jian Kang, Marco Körner, Yuanyuan Wang, Hannes Taubenböck, Xiao Xiang Zhu
2018	J	`jnl`	Buildings Detection in VHR SAR Images Using Fully Convolution Neural Networks. CoRR Muhammad Shahzad, Michael Maurer, Friedrich Fraundorfer, Yuanyuan Wang, Xiao Xiang Zhu
2018	C	`conf`	Classification of Settlement Types from Tweets Using LDA and LSTM. IGARSS Rong Huang, Hannes Taubenböck, Lichao Mou, Xiao Xiang Zhu
2018	J	`jnl`	CoSpace: Common Subspace Learning from Hyperspectral-Multispectral Correspondences. CoRR Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu
2018	J	`jnl`	Corrections to "Deep Recurrent Neural Networks for Hyperspectral Image Classification". IEEE Trans. Geosci. Remote. Sens. Lichao Mou, Pedram Ghamisi, Xiao Xiang Zhu
2018	C	`conf`	Exploring Sentinel-L Data for Local Climate Zone Classification. IGARSS Jingliang Hu, Xiao Xiang Zhu
2018	C	`conf`	Extraction of Buildings in VHR SAR Images Using Fully Convolution Neural Networks. IGARSS Muhammad Shahzad, Michael Maurer, Friedrich Fraundorfer, Yuanyuan Wang, Xiao Xiang Zhu
2018	J	`jnl`	Feature Extraction and Selection of Sentinel-1 Dual-Pol Data for Global-Scale Local Climate Zone Classification. ISPRS Int. J. Geo Inf. Jingliang Hu, Pedram Ghamisi, Xiao Xiang Zhu
2018	J	`jnl`	Feature Importance Analysis for Local Climate Zone Classification Using a Residual Convolutional Neural Network with Multi-Source Datasets. Remote. Sens. Chunping Qiu, Michael Schmitt, Lichao Mou, Pedram Ghamisi, Xiao Xiang Zhu
2018	C	`conf`	Feature Importance Analysis of Sentinel-2 Imagery for Large-Scale Urban Local Climate Zone Classification. IGARSS Chunping Qiu, Michael Schmitt, Pedram Ghamisi, Lichao Mou, Xiao Xiang Zhu
2018	C	`conf`	Fusing Spaceborne SAR Interferometry and Street View Images for 4D Urban Modeling. FUSION Yuanyuan Wang, Jian Kang, Xiao Xiang Zhu
2018	J	`jnl`	Fusion of Urban TanDEM-X Raw DEMs Using Variational Models. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu
2018	C	`conf`	Generative Adversarial Networks for Hard Negative Mining in CNN-Based SAR-Optical Image Matching. IGARSS Lloyd H. Hughes, Michael Schmitt, Xiao Xiang Zhu
2018	J	`jnl`	Geocoding Error Correction for InSAR Point Clouds. Remote. Sens. Sina Montazeri, Fernando Rodríguez González, Xiao Xiang Zhu
2018	J	`jnl`	HSF-Net: Multiscale Deep Feature Embedding for Ship Detection in Optical Remote Sensing Imagery. IEEE Trans. Geosci. Remote. Sens. Qingpeng Li, Lichao Mou, Qingjie Liu, Yunhong Wang, Xiao Xiang Zhu
2018	C	`conf`	Hierarchical Region Based Convolution Neural Network for Multiscale Object Detection in Remote Sensing Images. IGARSS Qingpeng Li, Lichao Mou, Kaiyu Jiang, Qingjie Liu, Yunhong Wang, Xiao Xiang Zhu
2018	J	`jnl`	Hyperspectral and LiDAR Fusion Using Deep Three-Stream Convolutional Neural Networks. Remote. Sens. Hao Li, Pedram Ghamisi, Uwe Soergel, Xiao Xiang Zhu
2018	J	`jnl`	IM2HEIGHT: Height Estimation from Single Monocular Imagery via Fully Residual Convolutional-Deconvolutional Network. CoRR Lichao Mou, Xiao Xiang Zhu
2018	J	`jnl`	Identifying Corresponding Patches in SAR and Optical Images With a Pseudo-Siamese CNN. IEEE Geosci. Remote. Sens. Lett. Lloyd H. Hughes, Michael Schmitt, Lichao Mou, Yuanyuan Wang, Xiao Xiang Zhu
2018	J	`jnl`	Identifying Corresponding Patches in SAR and Optical Images with a Pseudo-Siamese CNN. CoRR Lloyd H. Hughes, Michael Schmitt, Lichao Mou, Yuanyuan Wang, Xiao Xiang Zhu
2018	J	`jnl`	InSAR-BM3D: A Nonlocal Filter for SAR Interferometric Phase Restoration. IEEE Trans. Geosci. Remote. Sens. Francescopaolo Sica, Davide Cozzolino, Xiao Xiang Zhu, Luisa Verdoliva, Giovanni Poggi
2018	C	`conf`	LAHNet: A Convolutional Neural Network Fusing Low- and High-Level Features for Aerial Scene Classification. IGARSS Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
2018	J	`jnl`	Learning Spectral-Spatial-Temporal Features via a Recurrent Convolutional Neural Network for Change Detection in Multispectral Imagery. CoRR Lichao Mou, Lorenzo Bruzzone, Xiao Xiang Zhu
2018	J	`jnl`	Long-Term Annual Mapping of Four Cities on Different Continents by Applying a Deep Information Learning Method to Landsat Data. Remote. Sens. Haobo Lyu, Hui Lu, Lichao Mou, Wenyu Li, Jonathon S. Wright, Xuecao Li, Xinlu Li, Xiao Xiang Zhu, Jie Wang, Le Yu, Peng Gong
2018	J	`jnl`	Mining Hard Negative Samples for SAR-Optical Image Matching Using Generative Adversarial Networks. Remote. Sens. Lloyd Haydn Hughes, Michael Schmitt, Xiao Xiang Zhu
2018	C	`conf`	Multi-Pass SAR Interferometry for 3D Reconstruction of Complex Mountainous Areas Based on Robust Low Rank Tensor Decomposition. IGARSS Jian Kang, Yuanyuan Wang, Xiao Xiang Zhu
2018	J	`jnl`	Non-Local Compressive Sensing Based SAR Tomography. CoRR Yilei Shi, Xiao Xiang Zhu, Richard Bamler
2018	J	`jnl`	Nonlocal Tensor Completion for Multitemporal Remotely Sensed Images' Inpainting. IEEE Trans. Geosci. Remote. Sens. Teng-Yu Ji, Naoto Yokoya, Xiao Xiang Zhu, Ting-Zhu Huang
2018	J	`jnl`	Object-Based Multipass InSAR via Robust Low-Rank Tensor Decomposition. IEEE Trans. Geosci. Remote. Sens. Jian Kang, Yuanyuan Wang, Michael Schmitt, Xiao Xiang Zhu
2018	J	`jnl`	R CoRR Qingpeng Li, Lichao Mou, Qizhi Xu, Yun Zhang, Xiao Xiang Zhu
2018	J	`jnl`	Recurrently Exploring Class-wise Attention in A Hybrid Convolutional and Bidirectional LSTM Network for Multi-label Aerial Image Classification. CoRR Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu
2018	J	`jnl`	RiFCN: Recurrent Network in Fully Convolutional Network for Semantic Segmentation of High Resolution Remote Sensing Images. CoRR Lichao Mou, Xiao Xiang Zhu
2018	C	`conf`	SAR Tomography Using Non-Local Sparse Reconstruction. IGARSS Yilei Shi, Xiao Xiang Zhu, Richard Bamler
2018	J	`jnl`	SULoRA: Subspace Unmixing With Low-Rank Attribute Embedding for Hyperspectral Data Analysis. IEEE J. Sel. Top. Signal Process. Danfeng Hong, Xiao Xiang Zhu
2018	J	`jnl`	Spaceborne Staring Spotlight SAR Tomography - A First Demonstration With TerraSAR-X. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Nan Ge, Fernando Rodríguez González, Yuanyuan Wang, Yilei Shi, Xiao Xiang Zhu
2018	C	`conf`	The SARptical Dataset for Joint Analysis of SAR and Optical Image in Dense Urban Area. IGARSS Yuanyuan Wang, Xiao Xiang Zhu
2018	J	`jnl`	The SEN1-2 Dataset for Deep Learning in SAR-Optical Data Fusion. CoRR Michael Schmitt, Lloyd Haydn Hughes, Xiao Xiang Zhu
2018	J	`jnl`	Unsupervised Spectral-Spatial Feature Learning via Deep Residual Conv-Deconv Network for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. Lichao Mou, Pedram Ghamisi, Xiao Xiang Zhu
2018	C	`conf`	Urban TanDEM-X Raw DEM Fusion Based ON TV-L1 and Huber Models. IGARSS Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu
2018	J	`jnl`	Vehicle Instance Segmentation From Aerial Image and Video Using a Multitask Learning Residual Fully Convolutional Network. IEEE Trans. Geosci. Remote. Sens. Lichao Mou, Xiao Xiang Zhu
2018	J	`jnl`	Vehicle Instance Segmentation from Aerial Image and Video Using a Multi-Task Learning Residual Fully Convolutional Network. CoRR Lichao Mou, Xiao Xiang Zhu
2017	—	`conf`	A CNN for the identification of corresponding patches in SAR and optical imagery of urban scenes. JURSE Lichao Mou, Michael Schmitt, Yuanyuan Wang, Xiao Xiang Zhu
2017	C	`conf`	Automatic positioning of SAR ground control points from multi-aspect TerraSAR-X acquisitions. IGARSS Sina Montazeri, Christoph Gisinger, Xiao Xiang Zhu, Michael Eineder, Richard Bamler
2017	—	`conf`	Building height estimation in single SAR image using OSM building footprints. JURSE Yao Sun, Muhammad Shahzad, Xiao Xiang Zhu
2017	C	`conf`	Comparative evaluation of signal-based and descriptor-based similarity measures for SAR-optical image matching. IGARSS Chunping Qiu, Michael Schmitt, Xiao Xiang Zhu
2017	J	`jnl`	Deep Recurrent Neural Networks for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. Lichao Mou, Pedram Ghamisi, Xiao Xiang Zhu
2017	J	`jnl`	Deep learning in remote sensing: a review. CoRR Xiao Xiang Zhu, Devis Tuia, Lichao Mou, Gui-Song Xia, Liangpei Zhang, Feng Xu, Friedrich Fraundorfer
2017	—	`conf`	Earth Observation Using SAR and Social Media Images. CVPR Workshops Yuanyuan Wang, Xiao Xiang Zhu
2017	C	`conf`	Evaluation of polsar similarity measures with spectral clustering. IGARSS Jingliang Hu, Yuanyuan Wang, Pedram Ghamisi, Xiao Xiang Zhu
2017	J	`jnl`	Extended Chirp Scaling-Baseband Azimuth Scaling-Based Azimuth-Range Decouple L IEEE Trans. Geosci. Remote. Sens. Hui Bi, Bingchen Zhang, Xiao Xiang Zhu, Chenglong Jiang, Wen Hong
2017	C	`conf`	Feature fusion of hyperspectral and lidar data using extinction profiles and total variation. IGARSS Pedram Ghamisi, Behnood Rasti, Xiao Xiang Zhu
2017	C	`conf`	Fully conv-deconv network for unsupervised spectral-spatial feature extraction of hyperspectral imagery via residual learning. IGARSS Lichao Mou, Pedram Ghamisi, Xiao Xiang Zhu
2017	J	`jnl`	Fusing Meter-Resolution 4-D InSAR Point Clouds and Optical Images for Semantic Urban Infrastructure Monitoring. IEEE Trans. Geosci. Remote. Sens. Yuanyuan Wang, Xiao Xiang Zhu, Bernhard Zeisl, Marc Pollefeys
2017	—	`conf`	FusioNet: A two-stream convolutional neural network for urban scene classification using PolSAR and hyperspectral data. JURSE Jingliang Hu, Lichao Mou, Andreas Schmitt, Xiao Xiang Zhu
2017	C	`conf`	Fusion of SAR and optical remote sensing data - Challenges and recent trends. IGARSS Michael Schmitt, Florence Tupin, Xiao Xiang Zhu
2017	C	`conf`	Fusion of TanDEM-X and Cartosat-1 DEMS using TV-norm regularization and ANN-predicted weights. IGARSS Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu
2017	J	`jnl`	Hyperspectral and LiDAR Data Fusion Using Extinction Profiles and Deep Convolutional Neural Network. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Pedram Ghamisi, Bernhard Höfle, Xiao Xiang Zhu
2017	C	`conf`	Identifying corresponding patches in SAR and optical imagery with a convolutional neural network. IGARSS Lichao Mou, Michael Schmitt, Yuanyuan Wang, Xiao Xiang Zhu
2017	C	`conf`	Improve multi-baseline InSAR parameter retrieval by semantic information from optical images. IGARSS Jian Kang, Yuanyuan Wang, Marco Körner, Xiao Xiang Zhu
2017	J	`jnl`	Learning a Robust Local Manifold Representation for Hyperspectral Dimensionality Reduction. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Danfeng Hong, Naoto Yokoya, Xiao Xiang Zhu
2017	B	`conf`	Learning a low-coherence dictionary to address spectral variability for hyperspectral unmixing. ICIP Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu
2017	J	`jnl`	Multisensor Coupled Spectral Unmixing for Time-Series Analysis. IEEE Trans. Geosci. Remote. Sens. Naoto Yokoya, Xiao Xiang Zhu, Antonio Plaza
2017	C	`conf`	Nonlocal InSAR filtering for high resolution DEM generation from TanDEM-X interferograms. IGARSS Gerald Baier, Cristian Rossi, Marie Lachaise, Xiao Xiang Zhu, Richard Bamler
2017	J	`jnl`	Robust Object-Based Multipass InSAR Deformation Reconstruction. IEEE Trans. Geosci. Remote. Sens. Jian Kang, Yuanyuan Wang, Marco Körner, Xiao Xiang Zhu
2017	C	`conf`	Robust blind scatterer separation in multibaseline InSAR. IGARSS Yuanyuan Wang, Xiao Xiang Zhu
2016	J	`jnl`	A Self-Improving Convolution Neural Network for the Classification of Hyperspectral Data. IEEE Geosci. Remote. Sens. Lett. Pedram Ghamisi, Yushi Chen, Xiao Xiang Zhu
2016	—	`conf`	Extended extinction profile for the classification of hyperspectral images. WHISPERS Pedram Ghamisi, Roberto Souza, Jón Atli Benediktsson, Xiao Xiang Zhu, Letícia Rittner, Roberto A. Lotufo
2016	J	`jnl`	Extinction Profiles for the Classification of Remote Sensing Data. IEEE Trans. Geosci. Remote. Sens. Pedram Ghamisi, Roberto Souza, Jón Atli Benediktsson, Xiao Xiang Zhu, Letícia Rittner, Roberto A. Lotufo
2016	C	`conf`	Extinction profiles: A novel approach for the analysis of remote sensing data. IGARSS Pedram Ghamisi, Roberto Souza, Letícia Rittner, Jón Atli Benediktsson, Roberto A. Lotufo, Xiao Xiang Zhu
2016	—	`conf`	Graph-regularized coupled spectral unmixing for multisensor time-series analysis. WHISPERS Naoto Yokoya, Xiao Xiang Zhu, Antonio Plaza
2016	J	`jnl`	Hyperspectral Data Classification Using Extended Extinction Profiles. IEEE Geosci. Remote. Sens. Lett. Pedram Ghamisi, Roberto Souza, Jón Atli Benediktsson, Letícia Rittner, Roberto A. Lotufo, Xiao Xiang Zhu
2016	C	`conf`	Local manifold learning with robust neighbors selection for hyperspectral dimensionality reduction. IGARSS Danfeng Hong, Naoto Yokoya, Xiao Xiang Zhu
2016	—	`conf`	Object based fusion of polarimetric SAR and hyperspectral imaging for land use classification. WHISPERS Jingliang Hu, Pedram Ghamisi, Andreas Schmitt, Xiao Xiang Zhu
2016	C	`conf`	Object-based InSAR deformation reconstruction with application to bridge monitoring. IGARSS Jian Kang, Yuanyuan Wang, Marco Körner, Xiao Xiang Zhu
2016	C	`conf`	Robust multibaseline InSAR optimization. IGARSS Yuanyuan Wang, Xiao Xiang Zhu
2016	C	`conf`	SAR ground control point identification with the aid of high resolution optical data. IGARSS Sina Montazeri, Xiao Xiang Zhu, Ulrich Balss, Christoph Gisinger, Yuanyuan Wang, Michael Eineder, Richard Bamler
2016	C	`conf`	Spatiotemporal scene interpretation of space videos via deep neural network and tracklet analysis. IGARSS Lichao Mou, Xiao Xiang Zhu
2016	—	`conf`	The K-LLE algorithm for nonlinear dimensionality ruduction of large-scale hyperspectral data. WHISPERS Danfeng Hong, Naoto Yokoya, Xiao Xiang Zhu
2016	J	`jnl`	Unambiguous SAR Imaging for Nonuniform DPC Sampling: ℓ IEEE Geosci. Remote. Sens. Lett. Xiangyin Quan, Bingchen Zhang, Xiao Xiang Zhu, Yirong Wu
2015	J	`jnl`	Automatic Feature-Based Geometric Fusion of Multiview TomoSAR Point Clouds in Urban Area. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Yuanyuan Wang, Xiao Xiang Zhu
2015	—	`conf`	Detection of buildings in spaceborne TomoSAR point clouds via hybrid region growing and energy minimization technique. JURSE Muhammad Shahzad, Xiao Xiang Zhu
2015	—	`conf`	Dynamic dictionary learning strategies for sparse representation based hyperspectral image enhancement. WHISPERS Claas Grohnfeldt, Tristan Michael Burns, Xiao Xiang Zhu
2015	—	`conf`	Hyperspectral resolution enhancement using multisensor image data. WHISPERS Jakub Bieniarz, Daniele Cerra, Xiao Xiang Zhu, Rupert Müller, Peter Reinartz
2015	—	`conf`	Splitting the hyperspectral-multispectral image fusion problem autonomously into weighted pan-sharpening tasks - The spectral grouping concept. WHISPERS Claas Grohnfeldt, Xiao Xiang Zhu, Richard Bamler
2015	—	`conf`	The robust InSAR optimization framework with application to monitoring cities on volcanoes. JURSE Yuanyuan Wang, Xiao Xiang Zhu
2014	—	`conf`	Spectral-spatial joint sparsity unmixing of hyperspectral data using overcomplete dictionaries. WHISPERS Jakub Bieniarz, Esteban Aguilera, Xiao Xiang Zhu, Rupert Müller, Uta Heiden, Peter Reinartz
2014	—	`conf`	The J-SparseFI-HM Hyperspectral resolution enhancement method - Now fully automated. WHISPERS Claas Grohnfeldt, Xiao Xiang Zhu, Richard Bamler
2013	—	`conf`	Sparse spectral unmixing with endmember groups pre-selection. WHISPERS Jakub Bieniarz, Xiao Xiang Zhu, Rupert Müller, Peter Reinartz
2012	—	`conf`	A pan-sharpening algorithm based on joint sparsity. TyWRRS Xiao Xiang Zhu, Sofya Spiridonova, Richard Bamler
2012	—	`conf`	From TomoSAR Point Clouds to Objects: Façade Reconstruction. TyWRRS Xiao Xiang Zhu, Muhammad Shahzad, Richard Bamler
2011	—	`conf`	A fundamental bound for super-resolution - with application to 3D SAR imaging. JURSE Xiao Xiang Zhu, Richard Bamler
2011	—	`conf`	Advanced coherence stacking technique using high resolution TerraSAR-X spotlight data. JURSE Yuanyuan Wang, Xiao Xiang Zhu, Richard Bamler
2011	—	`conf`	Sparse reconstrcution techniques for SAR tomography. DSP Xiao Xiang Zhu, Richard Bamler