Begüm Demir - RankMe

205 papers A 1B 7C 47Misc 1Journal 129Unranked 20

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Beam Index Map Prediction in Unseen Environments From Geospatial Data. IEEE Wirel. Commun. Lett. Fabian Jaensch, Giuseppe Caire, Begüm Demir
2026	J	`jnl`	BigEarthNet.txt: A Large-Scale Multi-Sensor Image-Text Dataset and Benchmark for Earth Observation. CoRR Johann-Ludwig Herzog, Mathis Jürgen Adler, Leonard W. Hackel, Yan Shu, Angelos Zavras, Ioannis Papoutsis, Paolo Rota, Begüm Demir
2026	J	`jnl`	How Much of a Model Do We Need? Redundancy and Slimmability in Remote Sensing Foundation Models. CoRR Leonard W. Hackel, Tom Burgert, Begüm Demir
2026	J	`jnl`	HyVIC: A Metric-Driven Spatio-Spectral Hyperspectral Image Compression Architecture Based on Variational Autoencoders. CoRR Martin Hermann Paul Fuchs, Behnood Rasti, Begüm Demir
2026	J	`jnl`	Noise-Adaptive Regularization for Robust Multi-Label Remote Sensing Image Classification. CoRR Tom Burgert, Julia Henkel, Begüm Demir
2026	J	`jnl`	Radio Map Prediction From Aerial Images and Application to Coverage Optimization. IEEE Trans. Wirel. Commun. Fabian Jaensch, Giuseppe Caire, Begüm Demir
2026	J	`jnl`	Rank-based Geographical Regularization: Revisiting Contrastive Self-Supervised Learning for Multispectral Remote Sensing Imagery. CoRR Tom Burgert, Leonard W. Hackel, Paolo Rota, Begüm Demir
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
2025	J	`jnl`	A Benchmark Dataset for Sentinel-2 Based Forest Type Classification in the Siberian Summergreen-Evergreen Forest Transition Zone. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Femke van Geffen, Ronny Hänsch, Begüm Demir, Stefan Kruse, Ulrike Herzschuh, Birgit Heim
2025	J	`jnl`	A Label Propagation Strategy for CutMix in Multilabel Remote Sensing Image Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Tom Burgert, Kai Norman Clasen, Jonas Klotz, Tim Siebert, Begüm Demir
2025	J	`jnl`	A Multi-Modal Federated Learning Framework for Remote Sensing Image Classification. CoRR Baris Büyüktas, Gencer Sumbul, Begüm Demir
2025	J	`jnl`	Adjustable Spatio-Spectral Hyperspectral Image Compression Network. CoRR Martin Hermann Paul Fuchs, Behnood Rasti, Begüm Demir
2025	J	`jnl`	Adjustable Spatio-Spectral Hyperspectral Image Compression Network. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Martin Hermann Paul Fuchs, Behnood Rasti, Begüm Demir
2025	J	`jnl`	CSMoE: An Efficient Remote Sensing Foundation Model with Soft Mixture-of-Experts. CoRR Leonard W. Hackel, Tom Burgert, Begüm Demir
2025	J	`jnl`	Communication-Efficient Federated Learning Based on Explanation-Guided Pruning for Remote Sensing Image Classification. CoRR Jonas Klotz, Baris Büyüktas, Begüm Demir
2025	J	`jnl`	Continual Self-Supervised Learning With Masked Autoencoders in Remote Sensing. IEEE Geosci. Remote. Sens. Lett. Lars Möllenbrok, Behnood Rasti, Begüm Demir
2025	J	`jnl`	Continual Self-Supervised Learning with Masked Autoencoders in Remote Sensing. CoRR Lars Möllenbrok, Behnood Rasti, Begüm Demir
2025	—	`conf`	DA4DTE: An Agentic System for Enhancing the Accessibility of Digital Twins of Earth. DARES@ECAI Myrto Tsokanaridou, Jakob Heinrich Hackstein, Genc Hoxha, Sergios-Anestis Kefalidis, Konstantinos Plas, Begüm Demir, Manolis Koubarakis, Marco Corsi, Cristian Leoni, Giorgio Pasquali, Chiara Pratola, Simone Tilia, Nicolas Longépé
2025	J	`jnl`	Deep Learning-based Bathymetry Retrieval without In-situ Depths using Remote Sensing Imagery and SfM-MVS DSMs with Data Gaps. CoRR Panagiotis Agrafiotis, Begüm Demir
2025	J	`jnl`	EarthMind: Towards Multi-Granular and Multi-Sensor Earth Observation with Large Multimodal Models. CoRR Yan Shu, Bin Ren, Zhitong Xiong, Danda Pani Paudel, Luc Van Gool, Begüm Demir, Nicu Sebe, Paolo Rota
2025	J	`jnl`	Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing. IEEE Trans. Geosci. Remote. Sens. Jakob Hackstein, Gencer Sumbul, Kai Norman Clasen, Begüm Demir
2025	J	`jnl`	FedX: Explanation-Guided Pruning for Communication-Efficient Federated Learning in Remote Sensing. CoRR Baris Büyüktas, Jonas Klotz, Begüm Demir
2025	J	`jnl`	GAIA: A Global, Multi-modal, Multi-scale Vision-Language Dataset for Remote Sensing Image Analysis. CoRR Angelos Zavras, Dimitrios Michail, Xiaoxiang Zhu, Begüm Demir, Ioannis Papoutsis
2025	J	`jnl`	ImageNet-trained CNNs are not biased towards texture: Revisiting feature reliance through controlled suppression. CoRR Tom Burgert, Oliver Stoll, Paolo Rota, Begüm Demir
2025	J	`jnl`	On the Effectiveness of Methods and Metrics for Explainable AI in Remote Sensing Image Scene Classification. CoRR Jonas Klotz, Tom Burgert, Begüm Demir
2025	J	`jnl`	On the Effectiveness of Methods and Metrics for Explainable AI in Remote Sensing Image Scene Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Jonas Klotz, Tom Burgert, Begüm Demir
2025	J	`jnl`	REMSA: An LLM Agent for Foundation Model Selection in Remote Sensing. CoRR Binger Chen, Tacettin Emre Bok, Behnood Rasti, Volker Markl, Begüm Demir
2025	J	`jnl`	Redundancy-Aware Pretraining of Vision-Language Foundation Models in Remote Sensing. CoRR Mathis Jürgen Adler, Leonard W. Hackel, Gencer Sumbul, Begüm Demir
2025	J	`jnl`	Sea-Undistort: A Dataset for Through-Water Image Restoration in High Resolution Airborne Bathymetric Mapping. CoRR Maximilian Kromer, Panagiotis Agrafiotis, Begüm Demir
2025	J	`jnl`	Sea-Undistort: A Dataset for Through-Water Image Restoration in High-Resolution Airborne Bathymetric Mapping. IEEE Geosci. Remote. Sens. Lett. Maximilian Kromer, Panagiotis Agrafiotis, Begüm Demir
2025	J	`jnl`	Seabed-Net: A multi-task network for joint bathymetry estimation and seabed classification from remote sensing imagery in shallow waters. CoRR Panagiotis Agrafiotis, Begüm Demir
2025	J	`jnl`	Self-Supervised Cross-Modal Text-Image Time Series Retrieval in Remote Sensing. CoRR Genc Hoxha, Olivér Angyal, Begüm Demir
2024	J	`jnl`	A Label Propagation Strategy for CutMix in Multi-Label Remote Sensing Image Classification. CoRR Tom Burgert, Tim Siebert, Kai Norman Clasen, Begüm Demir
2024	J	`jnl`	A Novel Semantic Content-Based Retrieval System for Hyperspectral Remote Sensing Imagery. Remote. Sens. Fatih Ömrüuzun, Yasemin Yardimci Çetin, Ugur Murat Leloglu, Begüm Demir
2024	J	`jnl`	Annotation Cost-Efficient Active Learning for Deep Metric Learning Driven Remote Sensing Image Retrieval. CoRR Genc Hoxha, Gencer Sumbul, Julia Henkel, Lars Möllenbrok, Begüm Demir
2024	J	`jnl`	Annotation Cost-Efficient Active Learning for Deep Metric Learning-Driven Remote Sensing Image Retrieval. IEEE Trans. Geosci. Remote. Sens. Genc Hoxha, Gencer Sumbul, Julia Henkel, Lars Möllenbrok, Begüm Demir
2024	J	`jnl`	ConfigILM: A general purpose configurable library for combining image and language models for visual question answering. SoftwareX Leonard W. Hackel, Kai Norman Clasen, Begüm Demir
2024	C	`conf`	Estimating Physical Information Consistency of Channel Data Augmentation for Remote Sensing Images. IGARSS Tom Burgert, Begüm Demir
2024	J	`jnl`	Estimating Physical Information Consistency of Channel Data Augmentation for Remote Sensing Images. CoRR Tom Burgert, Begüm Demir
2024	J	`jnl`	Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing. CoRR Jakob Hackstein, Gencer Sumbul, Kai Norman Clasen, Begüm Demir
2024	—	`conf`	Generative Adversarial Networks for Spatio-Spectral Compression of Hyperspectral Images. WHISPERS Martin Hermann Paul Fuchs, Akshara Preethy Byju, Alisa Walda, Behnood Rasti, Begüm Demir
2024	—	`conf`	HyCoT: A Transformer-Based Autoencoder for Hyperspectral Image Compression. WHISPERS Martin Hermann Paul Fuchs, Behnood Rasti, Begüm Demir
2024	J	`jnl`	HyCoT: Hyperspectral Compression Transformer with an Efficient Training Strategy. CoRR Martin Hermann Paul Fuchs, Behnood Rasti, Begüm Demir
2024	C	`conf`	MAGICBATHYNET: A Multimodal Remote Sensing Dataset for Bathymetry Prediction and Pixel-Based Classification in Shallow Waters. IGARSS Panagiotis Agrafiotis, Lukasz Janowski, Dimitrios Skarlatos, Begüm Demir
2024	J	`jnl`	MagicBathyNet: A Multimodal Remote Sensing Dataset for Bathymetry Prediction and Pixel-based Classification in Shallow Waters. CoRR Panagiotis Agrafiotis, Lukasz Janowski, Dimitrios Skarlatos, Begüm Demir
2024	J	`jnl`	Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment. CoRR Angelos Zavras, Dimitrios Michail, Begüm Demir, Ioannis Papoutsis
2024	J	`jnl`	Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image Classification. IEEE Trans. Neural Networks Learn. Syst. Ahmet Kerem Aksoy, Mahdyar Ravanbakhsh, Begüm Demir
2024	C	`conf`	Multi-Modal Vision Transformers for Crop Mapping from Satellite Image Time Series. IGARSS Theresa Follath, David Mickisch, Jan Hemmerling, Stefan Erasmi, Marcel Schwieder, Begüm Demir
2024	J	`jnl`	Multi-Modal Vision Transformers for Crop Mapping from Satellite Image Time Series. CoRR Theresa Follath, David Mickisch, Jan Hemmerling, Stefan Erasmi, Marcel Schwieder, Begüm Demir
2024	—	`conf`	Optimized Martian Dust Displacement Detection Using Explainable Machine Learning. CVPR Workshops Ana Lomashvili, Kristin Rammelkamp, Olivier Gasnault, Protim Bhattacharjee, Elise Clavé, Christoph H. Egerland, Susanne Schröder, Begüm Demir, Nina L. Lanza
2024	J	`jnl`	Radio Map Estimation - An Open Dataset with Directive Transmitter Antennas and Initial Experiments. CoRR Fabian Jaensch, Giuseppe Caire, Begüm Demir
2024	J	`jnl`	Radio Map Prediction from Aerial Images and Application to Coverage Optimization. CoRR Fabian Jaensch, Giuseppe Caire, Begüm Demir
2024	C	`conf`	Transformer-Based Federated Learning For Multi-Label Remote Sensing Image Classification. IGARSS Baris Büyüktas, Kenneth Weitzel, Sebastian Völkers, Felix Zailskas, Begüm Demir
2024	J	`jnl`	Transformer-based Federated Learning for Multi-Label Remote Sensing Image Classification. CoRR Baris Büyüktas, Kenneth Weitzel, Sebastian Völkers, Felix Zailskas, Begüm Demir
2024	J	`jnl`	reBEN: Refined BigEarthNet Dataset for Remote Sensing Image Analysis. CoRR Kai Norman Clasen, Leonard W. Hackel, Tom Burgert, Gencer Sumbul, Begüm Demir, Volker Markl
2023	J	`jnl`	A hybrid CUDA, OpenMP, and MPI parallel TCA-based domain adaptation for classification of very high-resolution remote sensing images. J. Supercomput. Alberto S. Garea, Dora B. Heras, Francisco Argüello, Begüm Demir
2023	C	`conf`	Active Learning Guided Fine-Tuning for Enhancing Self-Supervised based Multi-Label Classification of Remote Sensing Images. IGARSS Lars Möllenbrok, Begüm Demir
2023	J	`jnl`	Active Learning Guided Fine-Tuning for enhancing Self-Supervised Based Multi-Label Classification of Remote Sensing Images. CoRR Lars Möllenbrok, Begüm Demir
2023	C	`conf`	Annotation Cost Efficient Active Learning for Content Based Image Retrieval. IGARSS Julia Henkel, Genc Hoxha, Gencer Sumbul, Lars Möllenbrok, Begüm Demir
2023	J	`jnl`	Annotation Cost Efficient Active Learning for Content Based Image Retrieval. CoRR Julia Henkel, Genc Hoxha, Gencer Sumbul, Lars Möllenbrok, Begüm Demir
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	C	`conf`	Ben-Ge: Extending Bigearthnet with Geographical and Environmental Data. IGARSS Michael Mommert, Nicolas Kesseli, Joëlle Hanna, Linus Scheibenreif, Damian Borth, Begüm Demir
2023	J	`jnl`	Ben-ge: Extending BigEarthNet with Geographical and Environmental Data. CoRR Michael Mommert, Nicolas Kesseli, Joëlle Hanna, Linus Scheibenreif, Damian Borth, Begüm Demir
2023	J	`jnl`	Deep Active Learning for Multi-Label Classification of Remote Sensing Images. IEEE Geosci. Remote. Sens. Lett. Lars Möllenbrok, Gencer Sumbul, Begüm Demir
2023	J	`jnl`	Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification. CoRR Baris Büyüktas, Gencer Sumbul, Begüm Demir
2023	J	`jnl`	Generative Adversarial Networks for Spatio-Spectral Compression of Hyperspectral Images. CoRR Akshara Preethy Byju, Martin Hermann Paul Fuchs, Alisa Walda, Begüm Demir
2023	J	`jnl`	Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning. IEEE Trans. Image Process. Gencer Sumbul, Begüm Demir
2023	J	`jnl`	HySpecNet-11k: A Large-Scale Hyperspectral Dataset for Benchmarking Learning-Based Hyperspectral Image Compression Methods. CoRR Martin Hermann Paul Fuchs, Begüm Demir
2023	C	`conf`	HySpecNet-11k: a Large-Scale Hyperspectral Dataset for Benchmarking Learning-Based Hyperspectral Image Compression Methods. IGARSS Martin Hermann Paul Fuchs, Begüm Demir
2023	C	`conf`	LIT-4-RSVQA: Lightweight Transformer-Based Visual Question Answering in Remote Sensing. IGARSS Leonard W. Hackel, Kai Norman Clasen, Mahdyar Ravanbakhsh, Begüm Demir
2023	C	`conf`	Label Noise Robust Image Representation Learning Based on Supervised Variational Autoencoders in Remote Sensing. IGARSS Gencer Sumbul, Begüm Demir
2023	J	`jnl`	Label Noise Robust Image Representation Learning based on Supervised Variational Autoencoders in Remote Sensing. CoRR Gencer Sumbul, Begüm Demir
2023	C	`conf`	Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning. IGARSS Baris Büyüktas, Gencer Sumbul, Begüm Demir
2023	J	`jnl`	Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning. CoRR Baris Büyüktas, Gencer Sumbul, Begüm Demir
2023	J	`jnl`	LiT-4-RSVQA: Lightweight Transformer-based Visual Question Answering in Remote Sensing. CoRR Leonard W. Hackel, Kai Norman Clasen, Mahdyar Ravanbakhsh, Begüm Demir
2023	C	`conf`	Transformer-Based Multi-Modal Learning for Multi-Label Remote Sensing Image Classification. IGARSS David Hoffmann, Kai Norman Clasen, Begüm Demir
2023	J	`jnl`	Transformer-based Multi-Modal Learning for Multi Label Remote Sensing Image Classification. CoRR David Hoffmann, Kai Norman Clasen, Begüm Demir
2022	C	`conf`	A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval. IGARSS Gencer Sumbul, Jun Xiang, Thekke Madam Nimisha, Begüm Demir
2022	J	`jnl`	A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval. CoRR Jun Xiang, Gencer Sumbul, Thekke Madam Nimisha, Begüm Demir
2022	J	`jnl`	A Novel Self-Supervised Cross-Modal Image Retrieval Method In Remote Sensing. CoRR Gencer Sumbul, Markus Müller, Begüm Demir
2022	B	`conf`	A Novel Self-Supervised Cross-Modal Image Retrieval Method in Remote Sensing. ICIP Gencer Sumbul, Markus Müller, Begüm Demir
2022	J	`jnl`	Advanced Deep Learning Architectures for Accurate Detection of Subsurface Tile Drainage Pipes from Remote Sensing Images. CoRR Tom-Lukas Breitkopf, Leonard W. Hackel, Mahdyar Ravanbakhsh, Anne-Karin Cooke, Sandra Willkommen, Stefan Broda, Begüm Demir
2022	B	`conf`	An Unsupervised Cross-Modal Hashing Method Robust to Noisy Training Image-Text Correspondences in Remote Sensing. ICIP Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir
2022	J	`jnl`	An Unsupervised Cross-Modal Hashing Method Robust to Noisy Training Image-Text Correspondences in Remote Sensing. CoRR Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir
2022	C	`conf`	Causality for Remote Sensing: An Exploratory Study. IGARSS Soronzonbold Otgonbaatar, Mihai Datcu, Begüm Demir
2022	J	`jnl`	Coreset of Hyperspectral Images on Small Quantum Computer. CoRR Soronzonbold Otgonbaatar, Mihai Datcu, Begüm Demir
2022	C	`conf`	Coreset of Hyperspectral Images on a Small Quantum Computer. IGARSS Soronzonbold Otgonbaatar, Mihai Datcu, Begüm Demir
2022	J	`jnl`	Deep Active Learning for Multi-Label Classification of Remote Sensing Images. CoRR Lars Möllenbrok, Begüm Demir
2022	C	`conf`	Deep Learning Driven Content-Based Image Time-Series Retrieval in Remote Sensing Archives. IGARSS Onat Vuran, Oguzhan Akcin, Mahdyar Ravanbakhsh, Bülent Sankur, Begüm Demir
2022	J	`jnl`	Deep Metric Learning-Based Semi-Supervised Regression With Alternate Learning. CoRR Adina Zell, Gencer Sumbul, Begüm Demir
2022	B	`conf`	Deep Metric Learning-Based Semi-Supervised Regression with Alternate Learning. ICIP Adina Zell, Gencer Sumbul, Begüm Demir
2022	J	`jnl`	Deep Unsupervised Contrastive Hashing for Large-Scale Cross-Modal Text-Image Retrieval in Remote Sensing. CoRR Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir
2022	J	`jnl`	Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning in Remote Sensing. CoRR Gencer Sumbul, Begüm Demir
2022	J	`jnl`	Informative and Representative Triplet Selection for Multilabel Remote Sensing Image Retrieval. IEEE Trans. Geosci. Remote. Sens. Gencer Sumbul, Mahdyar Ravanbakhsh, Begüm Demir
2022	J	`jnl`	Multi-Modal Fusion Transformer for Visual Question Answering in Remote Sensing. CoRR Tim Siebert, Kai Norman Clasen, Mahdyar Ravanbakhsh, Begüm Demir
2022	J	`jnl`	On the Effects of Different Types of Label Noise in Multi-Label Remote Sensing Image Classification. CoRR Tom Burgert, Mahdyar Ravanbakhsh, Begüm Demir
2022	J	`jnl`	On the Effects of Different Types of Label Noise in Multi-Label Remote Sensing Image Classification. IEEE Trans. Geosci. Remote. Sens. Tom Burgert, Mahdyar Ravanbakhsh, Begüm Demir
2022	J	`jnl`	Plasticity-Stability Preserving Multi-Task Learning for Remote Sensing Image Retrieval. IEEE Trans. Geosci. Remote. Sens. Gencer Sumbul, Begüm Demir
2022	J	`jnl`	Satellite Image Search in AgoraEO. CoRR Ahmet Kerem Aksoy, Pavel Dushev, Eleni Tzirita Zacharatou, Holmer Hemsen, Marcela Charfuelan, Jorge-Arnulfo Quiané-Ruiz, Begüm Demir, Volker Markl
2022	J	`jnl`	Satellite Image Search in AgoraEO. Proc. VLDB Endow. Ahmet Kerem Aksoy, Pavel Dushev, Eleni Tzirita Zacharatou, Holmer Hemsen, Marcela Charfuelan, Jorge-Arnulfo Quiané-Ruiz, Begüm Demir, Volker Markl
2022	J	`jnl`	Towards Simultaneous Image Compression and Indexing for Scalable Content-Based Retrieval in Remote Sensing. IEEE Trans. Geosci. Remote. Sens. Gencer Sumbul, Jun Xiang, Begüm Demir
2022	Misc	`conf`	Unsupervised Contrastive Hashing for Cross-Modal Retrieval in Remote Sensing. ICASSP Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir
2022	J	`jnl`	Unsupervised Contrastive Hashing for Cross-Modal Retrieval in Remote Sensing. CoRR Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir
2022	C	`conf`	Weakly Supervised Semantic Segmentation of Remote Sensing Images for Tree Species Classification Based on Explanation Methods. IGARSS Steve Ahlswede, Thekke Madam Nimisha, Christian Schulz, Birgit Kleinschmit, Begüm Demir
2022	J	`jnl`	Weakly Supervised Semantic Segmentation of Remote Sensing Images for Tree Species Classification Based on Explanation Methods. CoRR Steve Ahlswede, Thekke Madam Nimisha, Christian Schulz, Birgit Kleinschmit, Begüm Demir
2021	B	`conf`	A Consensual Collaborative Learning Method for Remote Sensing Image Classification Under Noisy Multi-Labels. ICIP Ahmet Kerem Aksoy, Mahdyar Ravanbakhsh, Tristan Kreuziger, Begüm Demir
2021	C	`conf`	A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval. IGARSS Gencer Sumbul, Begüm Demir
2021	J	`jnl`	A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval. CoRR Gencer Sumbul, Begüm Demir
2021	J	`jnl`	A Novel Triplet Sampling Method for Multi-Label Remote Sensing Image Search and Retrieval. CoRR Tristan Kreuziger, Mahdyar Ravanbakhsh, Begüm Demir
2021	J	`jnl`	A Novel Uncertainty-aware Collaborative Learning Method for Remote Sensing Image Classification Under Multi-Label Noise. CoRR Ahmet Kerem Aksoy, Mahdyar Ravanbakhsh, Tristan Kreuziger, Begüm Demir
2021	J	`jnl`	BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval. CoRR Gencer Sumbul, Arne de Wall, Tristan Kreuziger, Filipe Marcelino, Hugo Costa, Pedro Benevides, Mario Caetano, Begüm Demir, Volker Markl
2021	J	`jnl`	Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration. IEEE Trans. Neural Networks Learn. Syst. Jian Kang, Danfeng Hong, Jialin Liu, Gerald Baier, Naoto Yokoya, Begüm Demir
2021	J	`jnl`	Metric-Learning-Based Deep Hashing Network for Content-Based Retrieval of Remote Sensing Images. IEEE Geosci. Remote. Sens. Lett. Subhankar Roy, Enver Sangineto, Begüm Demir, Nicu Sebe
2021	C	`conf`	RSVQA Meets Bigearthnet: A New, Large-Scale, Visual Question Answering Dataset for Remote Sensing. IGARSS Sylvain Lobry, Begüm Demir, Devis Tuia
2021	J	`jnl`	Remote-Sensing Image Scene Classification With Deep Neural Networks in JPEG 2000 Compressed Domain. IEEE Trans. Geosci. Remote. Sens. Akshara Preethy Byju, Gencer Sumbul, Begüm Demir, Lorenzo Bruzzone
2021	J	`jnl`	SD-RSIC: Summarization-Driven Deep Remote Sensing Image Captioning. IEEE Trans. Geosci. Remote. Sens. Gencer Sumbul, Sonali Nayak, Begüm Demir
2021	J	`jnl`	Unsupervised Remote Sensing Image Retrieval Using Probabilistic Latent Semantic Hashing. IEEE Geosci. Remote. Sens. Lett. Rubén Fernández-Beltran, Begüm Demir, Filiberto Pla, Antonio Plaza
2020	C	`conf`	A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification. IGARSS Hichame Yessou, Gencer Sumbul, Begüm Demir
2020	J	`jnl`	A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification. CoRR Hichame Yessou, Gencer Sumbul, Begüm Demir
2020	J	`jnl`	A Deep Multi-Attention Driven Approach for Multi-Label Remote Sensing Image Classification. IEEE Access Gencer Sumbul, Begüm Demir
2020	J	`jnl`	A Progressive Content-Based Image Retrieval in JPEG 2000 Compressed Remote Sensing Archives. IEEE Trans. Geosci. Remote. Sens. Akshara Preethy Byju, Begüm Demir, Lorenzo Bruzzone
2020	C	`conf`	Band-Wise Multi-Scale CNN Architecture for Remote Sensing Image Scene Classification. IGARSS Jian Kang, Begüm Demir
2020	J	`jnl`	CCML: A Novel Collaborative Learning Model for Classification of Remote Sensing Images with Noisy Multi-Labels. CoRR Ahmet Kerem Aksoy, Mahdyar Ravanbakhsh, Tristan Kreuziger, Begüm Demir
2020	J	`jnl`	Deep Learning for Image Search and Retrieval in Large Remote Sensing Archives. CoRR Gencer Sumbul, Jian Kang, Begüm Demir
2020	J	`jnl`	GPU-accelerated registration of hyperspectral images using KAZE features. J. Supercomput. Álvaro Ordóñez, Francisco Argüello, Dora B. Heras, Begüm Demir
2020	J	`jnl`	Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration. CoRR Jian Kang, Danfeng Hong, Jialin Liu, Gerald Baier, Naoto Yokoya, Begüm Demir
2020	J	`jnl`	Remote Sensing Image Scene Classification with Deep Neural Networks in JPEG 2000 Compressed Domain. CoRR Akshara Preethy Byju, Gencer Sumbul, Begüm Demir, Lorenzo Bruzzone
2020	C	`conf`	S2-CGAN: Self-Supervised Adversarial Representation Learning for Binary Change Detection in Multispectral Images. IGARSS Jose Luis Holgado Alvarez, Mahdyar Ravanbakhsh, Begüm Demir
2020	J	`jnl`	SD-RSIC: Summarization Driven Deep Remote Sensing Image Captioning. CoRR Gencer Sumbul, Sonali Nayak, Begüm Demir
2020	J	`jnl`	Toward Remote Sensing Image Retrieval Under a Deep Image Captioning Perspective. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Genc Hoxha, Farid Melgani, Begüm Demir
2019	J	`jnl`	A CNN-RNN Framework with a Novel Patch-Based Multi-Attention Mechanism for Multi-Label Image Classification in Remote Sensing. CoRR Gencer Sumbul, Begüm Demir
2019	J	`jnl`	A Novel Data Fusion Technique for Snow Cover Retrieval. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Ludovica De Gregorio, Mattia Callegari, Carlo Marin, Marc Zebisch, Lorenzo Bruzzone, Begüm Demir, Ulrich Strasser, Thomas Marke, Daniel Günther, Rudi Nadalet, Claudia Notarnicola
2019	C	`conf`	A Novel Multi-Attention Driven System for Multi-Label Remote Sensing Image Classification. IGARSS Gencer Sumbul, Begüm Demir
2019	J	`jnl`	A Weighted SVM-Based Approach to Tree Species Classification at Individual Tree Crown Level Using LiDAR Data. Remote. Sens. Hoang Minh Nguyen, Begüm Demir, Michele Dalponte
2019	J	`jnl`	An Approach to Super-Resolution of Sentinel-2 Images Based on Generative Adversarial Networks. CoRR Kexin Zhang, Gencer Sumbul, Begüm Demir
2019	J	`jnl`	An Unsupervised Multicode Hashing Method for Accurate and Scalable Remote Sensing Image Retrieval. IEEE Geosci. Remote. Sens. Lett. Thomas Reato, Begüm Demir, Lorenzo Bruzzone
2019	J	`jnl`	BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding. CoRR Gencer Sumbul, Marcela Charfuelan, Begüm Demir, Volker Markl
2019	C	`conf`	Bigearthnet: A Large-Scale Benchmark Archive for Remote Sensing Image Understanding. IGARSS Gencer Sumbul, Marcela Charfuelan, Begüm Demir, Volker Markl
2019	J	`jnl`	Capsule Networks for Object Detection in UAV Imagery. Remote. Sens. Mohamed Lamine Mekhalfi, Mesay Belete Bejiga, Davide Soresina, Farid Melgani, Begüm Demir
2019	J	`jnl`	Extended attribute profiles on GPU applied to hyperspectral image classification. J. Supercomput. Pedro G. Bascoy, Pablo Quesada-Barriuso, Dora B. Heras, Francisco Argüello, Begüm Demir, Lorenzo Bruzzone
2019	J	`jnl`	Metric-Learning based Deep Hashing Network for Content Based Retrieval of Remote Sensing Images. CoRR Subhankar Roy, Enver Sangineto, Begüm Demir, Nicu Sebe
2019	C	`conf`	Retrieving Images with Generated Textual Descriptions. IGARSS Genc Hoxha, Farid Melgani, Begüm Demir
2019	C	`conf`	Weighted Support Vector Machines for Tree Species Classification Using Lidar Data. IGARSS Hoang Minh Nguyen, Begüm Demir, Michele Dalponte
2018	C	`conf`	A Novel Data Fusion Technique for Snow Parameter Retrieval. IGARSS Ludovica De Gregorio, Mattia Callegari, Carlo Marin, Marc Zebisch, Lorenzo Bruzzone, Begüm Demir, Ulrich Strasser, Daniel Günther, Thomas Marke, Claudia Notarnicola
2018	J	`jnl`	A Novel System for Content-Based Retrieval of Single and Multi-Label High-Dimensional Remote Sensing Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Osman Emre Dai, Begüm Demir, Bülent Sankur, Lorenzo Bruzzone
2018	C	`conf`	Advanced Local Binary Patterns for Remote Sensing Image Retrieval. IGARSS Issayas Tekeste, Begüm Demir
2018	C	`conf`	Deep Metric and Hash-Code Learning for Content-Based Retrieval of Remote Sensing Images. IGARSS Subhankar Roy, Enver Sangineto, Begüm Demir, Nicu Sebe
2018	A	`conf`	From Big Data to Big Information and Big Knowledge: the Case of Earth Observation Data. CIKM Konstantina Bereta, Manolis Koubarakis, Stefan Manegold, George Stamoulis, Begüm Demir
2018	C	`conf`	Integration of Remote Sensing with A Hydroclimatological Model for an Improved Monitoring of Alpine Glaciers. IGARSS Mattia Callegari, Carlo Marin, Daniel Günther, Philipp Rastner, Lorenzo Bruzzone, Begüm Demir, Thomas Marke, Ulrich Strasser, Marc Zebisch, Claudia Notarnicola
2018	J	`jnl`	Multilabel Remote Sensing Image Retrieval Using a Semisupervised Graph-Theoretic Method. IEEE Trans. Geosci. Remote. Sens. Bindita Chaudhuri, Begüm Demir, Subhasis Chaudhuri, Lorenzo Bruzzone
2018	J	`jnl`	Multiple Kernel Learning for Remote Sensing Image Classification. IEEE Trans. Geosci. Remote. Sens. Saeid Niazmardi, Begüm Demir, Lorenzo Bruzzone, Abdolreza Safari, Saeid Homayouni
2018	B	`conf`	Semantic-Fusion Gans for Semi-Supervised Satellite Image Classification. ICIP Subhankar Roy, Enver Sangineto, Nicu Sebe, Begüm Demir
2017	C	`conf`	A novel system for content based retrieval of multi-label remote sensing images. IGARSS Osman Emre Dai, Begüm Demir, Bülent Sankur, Lorenzo Bruzzone
2017	—	`conf`	A novel system for content based retrieval of remote sensing images based on Bag of spectral values. SIU Osman Emre Dai, Begüm Demir, Bülent Sankur, Lorenzo Bruzzone
2017	C	`conf`	Primitive cluster sensitive hashing for scalable content-based image retrieval in remote sensing archives. IGARSS Thomas Reato, Begüm Demir, Lorenzo Bruzzone
2016	J	`jnl`	A Novel Hybrid Method for the Correction of the Theoretical Model Inversion in Bio/Geophysical Parameter Estimation. IEEE Trans. Geosci. Remote. Sens. Davide Castelletti, Luca Pasolli, Lorenzo Bruzzone, Claudia Notarnicola, Begüm Demir
2016	C	`conf`	A comparative study on Multiple Kernel Learning for remote sensing image classification. IGARSS Saeid Niazmardi, Begüm Demir, Lorenzo Bruzzone, Abdolreza Safari, Saeid Homayouni
2016	—	`conf`	A novel content based hyperspectral image retrieval system based on bag of end members. SIU Fatih Ömrüuzun, Begüm Demir, Lorenzo Bruzzone, Yasemin Yardimci Çetin
2016	—	`conf`	Content based hyperspectral image retrieval using bag of endmembers image descriptors. WHISPERS Fatih Ömrüuzun, Begüm Demir, Lorenzo Bruzzone, Yasemin Yardimci Çetin
2016	J	`jnl`	Hashing-Based Scalable Remote Sensing Image Search and Retrieval in Large Archives. IEEE Trans. Geosci. Remote. Sens. Begüm Demir, Lorenzo Bruzzone
2016	J	`jnl`	Histogram-Based Attribute Profiles for Classification of Very High Resolution Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. Begüm Demir, Lorenzo Bruzzone
2016	C	`conf`	Quad-tree based compressed histogram attribute profiles for classification of very high resolution images. IGARSS Romano Battiti, Begüm Demir, Lorenzo Bruzzone
2016	J	`jnl`	Region-Based Retrieval of Remote Sensing Images Using an Unsupervised Graph-Theoretic Approach. IEEE Geosci. Remote. Sens. Lett. Bindita Chaudhuri, Begüm Demir, Lorenzo Bruzzone, Subhasis Chaudhuri
2015	J	`jnl`	A Novel Active Learning Method in Relevance Feedback for Content-Based Remote Sensing Image Retrieval. IEEE Trans. Geosci. Remote. Sens. Begüm Demir, Lorenzo Bruzzone
2015	C	`conf`	A cluster-based appraoch to content based time series retrieval (CBTSR). IGARSS Francesca Bovolo, Begüm Demir, Lorenzo Bruzzone
2015	—	`conf`	A novel active learning method for content based remote sensing image retrieval. SIU Begüm Demir, Lorenzo Bruzzone
2015	C	`conf`	An analysis of the capabilities of COSMO-SKYMED and RADARSAT systems for agricultural area monitoring. IGARSS Simonetta Paloscia, Simone Pettinato, Emanuele Santi, Claudia Notarnicola, Felix Greifeneder, Giovanni Cuozzo, Irene Nicolini, Begüm Demir, Lorenzo Bruzzone
2015	—	`conf`	Cosmo-SkyMed and RADARSAT2 image investigation for the monitoring of agricultural areas. SAR Simonetta Paloscia, Simone Pettinato, Emanuele Santi, Claudia Notarnicola, Felix Greifeneder, Giovanni Cuozzo, Irene Nicolini, Begüm Demir, Lorenzo Bruzzone
2015	C	`conf`	Fast and accurate image classification with histogram based features and additive kernel SVM. IGARSS Begüm Demir, Lorenzo Bruzzone
2015	C	`conf`	Histogram based attribute profiles for classification of very high resolution remote sensing images. IGARSS Begüm Demir, Lorenzo Bruzzone
2014	J	`jnl`	A multiple criteria active learning method for support vector regression. Pattern Recognit. Begüm Demir, Lorenzo Bruzzone
2014	J	`jnl`	An Effective Strategy to Reduce the Labeling Cost in the Definition of Training Sets by Active Learning. IEEE Geosci. Remote. Sens. Lett. Begüm Demir, Luca Minello, Lorenzo Bruzzone
2014	—	`conf`	Biophysical parameters estimation from remotely sensed images by a multiple criteria active learning method. SIU Begüm Demir, Lorenzo Bruzzone
2014	J	`jnl`	Definition of Effective Training Sets for Supervised Classification of Remote Sensing Images by a Novel Cost-Sensitive Active Learning Method. IEEE Trans. Geosci. Remote. Sens. Begüm Demir, Luca Minello, Lorenzo Bruzzone
2014	C	`conf`	Kernel-based hashing for content-based image retrval in large remote sensing data archive. IGARSS Begüm Demir, Lorenzo Bruzzone
2013	C	`conf`	An effective active learning method for interactive content-based retrieval in remote sensing images. IGARSS Begüm Demir, Lorenzo Bruzzone
2013	J	`jnl`	Classification of Time Series of Multispectral Images With Limited Training Data. IEEE Trans. Image Process. Begüm Demir, Francesca Bovolo, Lorenzo Bruzzone
2013	C	`conf`	Sequential cascade classification of image time series by exploiting multiple pairwise change detection. IGARSS Begüm Demir, Francesca Bovolo, Lorenzo Bruzzone
2013	J	`jnl`	Updating Land-Cover Maps by Classification of Image Time Series: A Novel Change-Detection-Driven Transfer Learning Approach. IEEE Trans. Geosci. Remote. Sens. Begüm Demir, Francesca Bovolo, Lorenzo Bruzzone
2012	C	`conf`	A cost-sensitive active learning technique for the definition of effective training sets for supervised classifiers. IGARSS Begüm Demir, Luca Minello, Lorenzo Bruzzone
2012	—	`conf`	A genetic algorithm based cost-sensitive active learning technique for classification of remote sensing images. TyWRRS Begüm Demir, Luca Minello, Lorenzo Bruzzone
2012	C	`conf`	A novel system for classification of image time series with limited ground reference data. IGARSS Begüm Demir, Francesca Bovolo, Lorenzo Bruzzone
2012	J	`jnl`	Detection of Land-Cover Transitions in Multitemporal Remote Sensing Images With Active-Learning-Based Compound Classification. IEEE Trans. Geosci. Remote. Sens. Begüm Demir, Francesca Bovolo, Lorenzo Bruzzone
2012	—	`conf`	Low-cost updating of land-cover maps by classifiying multitemporal remote sensing images. SIU Begüm Demir, Francesca Bovolo, Lorenzo Bruzzone
2011	J	`jnl`	Batch-Mode Active-Learning Methods for the Interactive Classification of Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. Begüm Demir, Claudio Persello, Lorenzo Bruzzone
2011	C	`conf`	Detection of land-cover transitions in multitemporal images with active-learning based compound classification. IGARSS Begüm Demir, Francesca Bovolo, Lorenzo Bruzzone
2011	J	`jnl`	Hyperspectral Image Classification Using Denoising of Intrinsic Mode Functions. IEEE Geosci. Remote. Sens. Lett. Begüm Demir, Sarp Ertürk, M. Kemal Güllü
2010	J	`jnl`	Empirical Mode Decomposition of Hyperspectral Images for Support Vector Machine Classification. IEEE Trans. Geosci. Remote. Sens. Begüm Demir, Sarp Ertürk
2010	C	`conf`	Empirical mode decomposition based decision fusion for higher hyperspectral image classification accuracy. IGARSS Begüm Demir, Sarp Ertürk
2009	J	`jnl`	A Low-Complexity Approach for the Color Display of Hyperspectral Remote-Sensing Images Using One-Bit-Transform-Based Band Selection. IEEE Trans. Geosci. Remote. Sens. Begüm Demir, Anil Çelebi, Sarp Ertürk
2009	—	`conf`	Accurate SVM classification using border training patterns. WHISPERS Begüm Demir, Sarp Ertürk
2009	—	`conf`	An Empirical Mode Decomposition and Composite Kernel Approach to Increase Hyperspectral Image Classification Accuracy. IGARSS (2) Begüm Demir, Sarp Ertürk
2009	J	`jnl`	Clustering-Based Extraction of Border Training Patterns for Accurate SVM Classification of Hyperspectral Images. IEEE Geosci. Remote. Sens. Lett. Begüm Demir, Sarp Ertürk
2009	B	`conf`	Improved quality multiple description 3D mesh coding with optimal filtering. ICIP Begüm Demir, Sarp Ertürk, Oguzhan Urhan
2009	B	`conf`	Improving SVM classification accuracy using a hierarchical approach for hyperspectral images. ICIP Begüm Demir, Sarp Ertürk
2009	—	`conf`	Wavelet Shrinkage Denoising of Intrinsic Mode Functions of Hyperspectral Image Bands for Classification with High Accuracy. IGARSS (3) Begüm Demir, Sarp Ertürk, M. Kemal Güllü
2008	J	`jnl`	Downsampling-based multiple description image coding using optimal filtering. J. Electronic Imaging Yüksel Yapici, Begüm Demir, Sarp Ertürk, Oguzhan Urhan
2008	—	`conf`	Empirical Mode Decomposition Pre-Process for Higher Accuracy Hyperspectral Image Classification. IGARSS (2) Begüm Demir, Sarp Ertürk
2008	—	`conf`	Improved hyperspectral image classification with noise reduction pre-process. EUSIPCO Begüm Demir, Sarp Ertürk
2008	—	`conf`	Reducing the Computational Load of Hyperspectral Band Selection Using the One-Bit Transform of Hyperspectral Bands. IGARSS (2) Begüm Demir, Sarp Ertürk
2008	—	`conf`	Spectral Magnitude and Spectral Derivative Feature Fusion for Improved Classification of Hyperspectral Images. IGARSS (3) Begüm Demir, Sarp Ertürk
2007	J	`jnl`	Hyperspectral Image Classification Using Relevance Vector Machines. IEEE Geosci. Remote. Sens. Lett. Begüm Demir, Sarp Ertürk
2007	C	`conf`	Hyperspectral data classification using RVM with pre-segmentation and RANSAC. IGARSS Begüm Demir, Sarp Ertürk
2007	C	`conf`	Phase correlation based supervised classification of hyperspectral images using multiple class representatives. IGARSS Begüm Demir, Sarp Ertürk
2006	—	`conf`	Block Motion Estimation Using Modified Two-Bit Transform. ISCIS Begüm Demir, Sarp Ertürk