Liang-Jian Deng

185 papers A* 31A 1B 4C 10Journal 139

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Constrained low-rank approximation of quaternion matrices and beyond. Appl. Math. Lett. Zhijie Wang, Liangtian He, Jifei Miao, Liang-Jian Deng, Jun Liu
2026	J	`jnl`	Evolutionary Dynamics of Variable Games in Structured Populations. CoRR Bin Pi, Minyu Feng, Liang-Jian Deng, Xiaojie Chen, Attila Szolnoki
2026	J	`jnl`	G-ZAP: A Generalizable Zero-Shot Framework for Arbitrary-Scale Pansharpening. CoRR Zhiqi Yang, Shan Yin, Jingze Liang, Liang-Jian Deng
2026	J	`jnl`	Hyperspectral Image Fusion with Spectral-Band and Fusion-Scale Agnosticism. CoRR Yu-Jie Liang, Zihan Cao, Liang-Jian Deng, Yang Yang, Malu Zhang
2026	A*	`conf`	NODiff: Neural Operator Diffusion for Multispectral Image Fusion. AAAI Junming Hou, Ran Ran, Sixing Chen, Zihao Chen, Xiaofeng Cong, Junling Li, Liang-Jian Deng
2026	J	`jnl`	Reweighted low-rank quaternion matrix factorization with deep denoising prior for color image inpainting. Inf. Sci. Zhijie Wang, Liangtian He, Shaobing Gao, Jifei Miao, Liang-Jian Deng, Jun Liu
2026	A*	`conf`	SWIFT：A General Sensitive Weight Identification Framework for Fast Sensor-Transfer Pansharpening. AAAI Zeyu Xia, Chenxi Sun, Tianyu Xin, Yubo Zeng, Haoyu Chen, Liang-Jian Deng
2026	A*	`conf`	Training and Inference Within 1 Second - Tackle Cross-Sensor Degradation of Real-World Pansharpening with Efficient Residual Feature Tailoring. AAAI Tianyu Xin, Jin-Liang Xiao, Zeyu Xia, Shan Yin, Liang-Jian Deng
2026	J	`jnl`	Unsupervised coefficient learning framework for variational pansharpening. Inf. Fusion Jin-Liang Xiao, Ting-Zhu Huang, Liang-Jian Deng, Huidong Jiang, Qibin Zhao, Gemine Vivone
2025	A*	`conf`	A Knowledge-driven Adaptive Collaboration of LLMs for Enhancing Medical Decision-making. EMNLP Xiao Wu, Ting-Zhu Huang, Liang-Jian Deng, Yanyuan Qiao, Imran Razzak, Yutong Xie
2025	J	`jnl`	A Knowledge-driven Adaptive Collaboration of LLMs for Enhancing Medical Decision-making. CoRR Xiao Wu, Ting-Zhu Huang, Liang-Jian Deng, Yanyuan Qiao, Imran Razzak, Yutong Xie
2025	J	`jnl`	A Robust Tensor Wheel Decomposition-Based Regularization Method for Tensor Completion Problem. J. Sci. Comput. Xiao Wu, Ting-Zhu Huang, Zhong-Cheng Wu, Liang-Jian Deng
2025	J	`jnl`	A fast Lanczos-based hierarchical algorithm for tensor ring decomposition. Signal Process. Cheng-Wei Sun, Ting-Zhu Huang, Hong-Xia Dou, Ting Xu, Liang-Jian Deng
2025	J	`jnl`	A semi-supervised framework with generative adversarial network for pansharpening. Signal Image Video Process. Yu-Xuan Wang, Ting-Zhu Huang, Ran Ran, Rui Wen, Liang-Jian Deng
2025	A*	`conf`	Adaptive Rectangular Convolution for Remote Sensing Pansharpening. CVPR Xueyang Wang, Zhixin Zheng, Jiandong Shao, Yule Duan, Liang-Jian Deng
2025	J	`jnl`	Adaptive Rectangular Convolution for Remote Sensing Pansharpening. CoRR Xueyang Wang, Zhixin Zheng, Jiandong Shao, Yule Duan, Liang-Jian Deng
2025	J	`jnl`	An Efficient Image Fusion Network Exploiting Unifying Language and Mask Guidance. IEEE Trans. Pattern Anal. Mach. Intell. Zihan Cao, Yu-Jie Liang, Liang-Jian Deng, Gemine Vivone
2025	J	`jnl`	An Evolutionary Game With the Game Transitions Based on the Markov Process. CoRR Minyu Feng, Bin Pi, Liang-Jian Deng, Jürgen Kurths
2025	J	`jnl`	Bi^2MAC: Bimodal Bi-Adaptive Mask-Aware Convolution for Remote Sensing Pansharpening. CoRR Xianghong Xiao, Zeyu Xia, Zhou Fei, Jinliang Xiao, Haorui Chen, Liang-Jian Deng
2025	J	`jnl`	Bidomain uncertainty gated recursive network for pan-sharpening. Inf. Fusion Junming Hou, Xinyang Liu, Chenxu Wu, Xiaofeng Cong, Chentong Huang, Liang-Jian Deng, Jian Wei You
2025	A*	`conf`	Binarized Neural Network for Multi-spectral Image Fusion. CVPR Junming Hou, Xiaoyu Chen, Ran Ran, Xiaofeng Cong, Xinyang Liu, Jian Wei You, Liang-Jian Deng
2025	J	`jnl`	CAT: A Conditional Adaptation Tailor for Efficient and Effective Instance-Specific Pansharpening on Real-World Data. CoRR Tianyu Xin, Jin-Liang Xiao, Zeyu Xia, Shan Yin, Liang-Jian Deng
2025	J	`jnl`	Diffusion-Driven Pansharpening via Conditional Multi-Stage Fusion. IEEE J. Sel. Top. Signal Process. Pengyu Chen, Libo Cheng, Liang-Jian Deng, Jun Liu, Jianing Sun, Tieyong Zeng
2025	J	`jnl`	Dynamic Evolution of Complex Networks: A Reinforcement Learning Approach Applying Evolutionary Games to Community Structure. CoRR Bin Pi, Liang-Jian Deng, Minyu Feng, Matjaz Perc, Jürgen Kurths
2025	J	`jnl`	Dynamic Evolution of Complex Networks: A Reinforcement Learning Approach Applying Evolutionary Games to Community Structure. IEEE Trans. Pattern Anal. Mach. Intell. Bin Pi, Liang-Jian Deng, Minyu Feng, Matjaz Perc, Jürgen Kurths
2025	J	`jnl`	Fully-Connected Transformer for Multi-Source Image Fusion. IEEE Trans. Pattern Anal. Mach. Intell. Xiao Wu, Zihan Cao, Ting-Zhu Huang, Liang-Jian Deng, Jocelyn Chanussot, Gemine Vivone
2025	A*	`conf`	Hyperspectral Pansharpening via Diffusion Models with Iteratively Zero-Shot Guidance. CVPR Jin-Liang Xiao, Ting-Zhu Huang, Liang-Jian Deng, Guang Lin, Zihan Cao, Chao Li, Qibin Zhao
2025	J	`jnl`	Loss-driven dynamic weight and residual transformation in physics-informed neural network. Neural Networks Yabin Zhang, Liang-Jian Deng
2025	J	`jnl`	MDFormer: Multi-Scale Downsampling-Based Transformer for Low-Light Image Enhancement. IEEE Signal Process. Lett. Yang Zhou, Liangtian He, Liang-Jian Deng, Hongming Chen, Chao Wang
2025	J	`jnl`	MMAIF: Multi-task and Multi-degradation All-in-One for Image Fusion with Language Guidance. CoRR Zihan Cao, Yu Zhong, Ziqi Wang, Liang-Jian Deng
2025	J	`jnl`	Matrix Completion Via Reweighted Logarithmic Norm Minimization. CoRR Zhijie Wang, Liangtian He, Qinghua Zhang, Jifei Miao, Liang-Jian Deng, Jun Liu
2025	J	`jnl`	Nonlocal Tensor Wheel Decomposition for Hyperspectral Image Super-Resolution. IEEE Signal Process. Lett. Huilin Li, Ting-Zhu Huang, Liang-Jian Deng, Ting Xu
2025	A*	`conf`	OTIAS: OcTree Implicit Adaptive Sampling for Multispectral and Hyperspectral Image Fusion. AAAI Shangqi Deng, Jun Ma, Liang-Jian Deng, Ping Wei
2025	A*	`conf`	PanAdapter: Two-Stage Fine-Tuning with Spatial-Spectral Priors Injecting for Pansharpening. AAAI RuoCheng Wu, Zien Zhang, Shangqi Deng, Yule Duan, Liang-Jian Deng
2025	J	`jnl`	Pansharpening Variational Model Based on Internal Adaptive Spatial Fidelity and External Deep-Driven Injection. IEEE Trans. Geosci. Remote. Sens. Hong-Xia Dou, Jia-Lu Xu, Jin-Liang Xiao, Liang-Jian Deng
2025	J	`jnl`	Quaternion-based deep image prior with regularization by denoising for color image restoration. Signal Process. Qinghua Zhang, Liangtian He, Shaobing Gao, Liang-Jian Deng, Jun Liu
2025	J	`jnl`	ResPanDiff: Diffusion Model for Pansharpening by Inferring Residual Inference. CoRR Shiqi Cao, Liang-Jian Deng, Shangqi Deng
2025	J	`jnl`	SWIFT: A General Sensitive Weight Identification Framework for Fast Sensor-Transfer Pansharpening. CoRR Zeyu Xia, Chenxi Sun, Tianyu Xin, Yubo Zeng, Haoyu Chen, Liang-Jian Deng
2025	J	`jnl`	SelfAI: Building a Self-Training AI System with LLM Agents. CoRR Xiao Wu, Ting-Zhu Huang, Liang-Jian Deng, Xiaobing Yu, Yu Zhong, Shangqi Deng, Ufaq Khan, Jianghao Wu, Xiaofeng Liu, Imran Razzak, Xiaojun Chang, Yutong Xie
2025	J	`jnl`	Spiking Variational Graph Representation Inference for Video Summarization. CoRR Wenrui Li, Wei Han, Liang-Jian Deng, Ruiqin Xiong, Xiaopeng Fan
2025	J	`jnl`	Spiking Variational Graph Representation Inference for Video Summarization. IEEE Trans. Image Process. Wenrui Li, Wei Han, Liang-Jian Deng, Ruiqin Xiong, Xiaopeng Fan
2025	J	`jnl`	TCJA-SNN: Temporal-Channel Joint Attention for Spiking Neural Networks. IEEE Trans. Neural Networks Learn. Syst. Rui-Jie Zhu, Malu Zhang, Qihang Zhao, Haoyu Deng, Yule Duan, Liang-Jian Deng
2025	J	`jnl`	Taming Flow Matching with Unbalanced Optimal Transport into Fast Pansharpening. CoRR Zihan Cao, Yu Zhong, Liang-Jian Deng
2025	J	`jnl`	Training and Inference within 1 Second - Tackle Cross-Sensor Degradation of Real-World Pansharpening with Efficient Residual Feature Tailoring. CoRR Tianyu Xin, Jin-Liang Xiao, Zeyu Xia, Shan Yin, Liang-Jian Deng
2025	A*	`conf`	Wavelet-Assisted Multi-Frequency Attention Network for Pansharpening. AAAI Jie Huang, Rui Huang, Jinghao Xu, Siran Peng, Yule Duan, Liang-Jian Deng
2024	J	`jnl`	A Coupled Tensor Double-Factor Method for Hyperspectral and Multispectral Image Fusion. IEEE Trans. Geosci. Remote. Sens. Ting Xu, Ting-Zhu Huang, Liang-Jian Deng, Jin-Liang Xiao, Clifford Broni-Bediako, Junshi Xia, Naoto Yokoya
2024	J	`jnl`	A General Paradigm with Detail-Preserving Conditional Invertible Network for Image Fusion. Int. J. Comput. Vis. Wu Wang, Liang-Jian Deng, Ran Ran, Gemine Vivone
2024	C	`conf`	A Novel Fidelity Based on the Adaptive Domain for Pansharpening. IGARSS Jin-Liang Xiao, Ting-Zhu Huang, Liang-Jian Deng, Ting Xu
2024	A*	`conf`	A Novel State Space Model with Local Enhancement and State Sharing for Image Fusion. ACM Multimedia Zihan Cao, Xiao Wu, Liang-Jian Deng, Yu Zhong
2024	J	`jnl`	A Novel State Space Model with Local Enhancement and State Sharing for Image Fusion. CoRR Zihan Cao, Xiao Wu, Liang-Jian Deng, Yu Zhong
2024	J	`jnl`	A general image fusion framework using multi-task semi-supervised learning. Inf. Fusion Wu Wang, Liang-Jian Deng, Gemine Vivone
2024	J	`jnl`	A memory-based spatial evolutionary game with the dynamic interaction between learners and profiteers. CoRR Bin Pi, Minyu Feng, Liang-Jian Deng
2024	J	`jnl`	An Evolutionary Game With the Game Transitions Based on the Markov Process. IEEE Trans. Syst. Man Cybern. Syst. Minyu Feng, Bin Pi, Liang-Jian Deng, Jürgen Kurths
2024	J	`jnl`	CMT: Cross Modulation Transformer With Hybrid Loss for Pansharpening. IEEE Geosci. Remote. Sens. Lett. Wen-Jie Shu, Hong-Xia Dou, Rui Wen, Xiao Wu, Liang-Jian Deng
2024	J	`jnl`	CMT: Cross Modulation Transformer with Hybrid Loss for Pansharpening. CoRR Wen-Jie Shu, Hong-Xia Dou, Rui Wen, Xiao Wu, Liang-Jian Deng
2024	A*	`conf`	Content-Adaptive Non-Local Convolution for Remote Sensing Pansharpening. CVPR Yule Duan, Xiao Wu, Haoyu Deng, Liang-Jian Deng
2024	J	`jnl`	Content-Adaptive Non-Local Convolution for Remote Sensing Pansharpening. CoRR Yule Duan, Xiao Wu, Haoyu Deng, Liang-Jian Deng
2024	J	`jnl`	CroDoSR: Tensor Cross-Domain Rank for Hyperspectral Image Super-Resolution. IEEE Trans. Geosci. Remote. Sens. Zhong-Cheng Wu, Ya-Jun Li, Ting-Zhu Huang, Liang-Jian Deng, Gemine Vivone
2024	J	`jnl`	Denoiser-guided image deconvolution with arbitrary boundaries and incomplete observations. Signal Process. Liangtian He, Shaobing Gao, Liang-Jian Deng, Yilun Wang, Chao Wang
2024	J	`jnl`	Diffusion model with disentangled modulations for sharpening multispectral and hyperspectral images. Inf. Fusion Zihan Cao, Shiqi Cao, Liang-Jian Deng, Xiao Wu, Junming Hou, Gemine Vivone
2024	A*	`conf`	Exploring the Low-Pass Filtering Behavior in Image Super-Resolution. ICML Haoyu Deng, Zijing Xu, Yule Duan, Xiao Wu, Wenjie Shu, Liang-Jian Deng
2024	J	`jnl`	Exploring the Low-Pass Filtering Behavior in Image Super-Resolution. CoRR Haoyu Deng, Zijing Xu, Yule Duan, Xiao Wu, Wenjie Shu, Liang-Jian Deng
2024	A*	`conf`	Fourier-enhanced Implicit Neural Fusion Network for Multispectral and Hyperspectral Image Fusion. NeurIPS Yu-Jie Liang, Zihan Cao, Shangqi Deng, Hong-Xia Dou, Liang-Jian Deng
2024	J	`jnl`	Fourier-enhanced Implicit Neural Fusion Network for Multispectral and Hyperspectral Image Fusion. CoRR Yu-Jie Liang, Zihan Cao, Liang-Jian Deng, Xiao Wu
2024	J	`jnl`	FusionMamba: Efficient Image Fusion with State Space Model. CoRR Siran Peng, Xiangyu Zhu, Haoyu Deng, Zhen Lei, Liang-Jian Deng
2024	J	`jnl`	FusionMamba: Efficient Remote Sensing Image Fusion With State Space Model. IEEE Trans. Geosci. Remote. Sens. Siran Peng, Xiangyu Zhu, Haoyu Deng, Liang-Jian Deng, Zhen Lei
2024	A*	`conf`	Gated Attention Coding for Training High-Performance and Efficient Spiking Neural Networks. AAAI Xuerui Qiu, Rui-Jie Zhu, Yuhong Chou, Zhaorui Wang, Liang-Jian Deng, Guoqi Li
2024	J	`jnl`	HFAN: High-Frequency Attention Network for hyperspectral image denoising. Int. J. Mach. Learn. Cybern. Chuan-Sheng Yang, Chao Zhang, Haozhen Shen, Tong Peng, Chao Wang, Liang-Jian Deng, Hongming Chen, Liangtian He
2024	J	`jnl`	INF IEEE Trans. Computational Imaging RuoCheng Wu, Shangqi Deng, Ran Ran, Hong-Xia Dou, Liang-Jian Deng
2024	A*	`conf`	Illumination Distribution Prior for Low-light Image Enhancement. ACM Multimedia Chao Wang, Yang Zhou, Liangtian He, Fenglai Lin, Hongming Chen, Liang-Jian Deng
2024	J	`jnl`	KNLConv: Kernel-Space Non-Local Convolution for Hyperspectral Image Super-Resolution. IEEE Trans. Multim. Ran Ran, Liang-Jian Deng, Tian-Jing Zhang, Jianlong Chang, Xiao Wu, Qi Tian
2024	J	`jnl`	Mixing Support Detection-Based Alternating Direction Method of Multipliers for Sparse Hyperspectral Image Unmixing. J. Math. Imaging Vis. Jie Huang, Shuang Liang, Liang-Jian Deng
2024	J	`jnl`	Neural Shr\"odinger Bridge Matching for Pansharpening. CoRR Zihan Cao, Xiao Wu, Liang-Jian Deng
2024	J	`jnl`	PanAdapter: Two-Stage Fine-Tuning with Spatial-Spectral Priors Injecting for Pansharpening. CoRR RuoCheng Wu, Zien Zhang, Shangqi Deng, Yule Duan, Liang-Jian Deng
2024	J	`jnl`	Pansharpening via semi-framelet-guided sparse reconstruction. Inf. Fusion Zhong-Cheng Wu, Gemine Vivone, Ting-Zhu Huang, Liang-Jian Deng
2024	J	`jnl`	Quaternion weighted Schatten p-norm minimization for color image restoration with convergence guarantee. Signal Process. Qinghua Zhang, Liangtian He, Yilun Wang, Liang-Jian Deng, Jun Liu
2024	J	`jnl`	Remote Sensing Image Destriping by an ℓ₀-Based Nonconvex Model With Overlapping Group Sparse Hyper-Laplacian Prior. IEEE Geosci. Remote. Sens. Lett. Hong-Xia Dou, Miao-Miao Zhang, Rui Wen, Yong Chen, Jun Liu, Liang-Jian Deng
2024	J	`jnl`	Rethinking Pan-Sharpening via Spectral-Band Modulation. IEEE Trans. Geosci. Remote. Sens. Xinyang Liu, Junming Hou, Xiaofeng Cong, Hao Shen, Zhuochen Lou, Liang-Jian Deng, Jian Wei You
2024	J	`jnl`	SSCAConv: Self-Guided Spatial-Channel Adaptive Convolution for Image Fusion. IEEE Geosci. Remote. Sens. Lett. Xiaoya Lu, Yu-Wei Zhuo, Hongming Chen, Liang-Jian Deng, Junming Hou
2024	A*	`conf`	SSDiff: Spatial-spectral Integrated Diffusion Model for Remote Sensing Pansharpening. NeurIPS Yu Zhong, Xiao Wu, Liang-Jian Deng, Zihan Cao, Hong-Xia Dou
2024	J	`jnl`	SSDiff: Spatial-spectral Integrated Diffusion Model for Remote Sensing Pansharpening. CoRR Yu Zhong, Xiao Wu, Liang-Jian Deng, Zihan Cao
2024	J	`jnl`	Tensor decomposition based attention module for spiking neural networks. Knowl. Based Syst. Haoyu Deng, Rui-Jie Zhu, Xuerui Qiu, Yule Duan, Malu Zhang, Liang-Jian Deng
2024	J	`jnl`	Zero-shot semi-supervised learning for pansharpening. Inf. Fusion Qi Cao, Liang-Jian Deng, Wu Wang, Junming Hou, Gemine Vivone
2023	J	`jnl`	A Novel Spatial Fidelity With Learnable Nonlinear Mapping for Panchromatic Sharpening. IEEE Trans. Geosci. Remote. Sens. Rui Wen, Liang-Jian Deng, Zhong-Cheng Wu, Xiao Wu, Gemine Vivone
2023	J	`jnl`	A Theoretically Guaranteed Quaternion Weighted Schatten p-norm Minimization Method for Color Image Restoration. CoRR Qing-Hua Zhang, Liangtian He, Yilun Wang, Liang-Jian Deng, Jun Liu
2023	J	`jnl`	A Triple-Double Convolutional Neural Network for Panchromatic Sharpening. IEEE Trans. Neural Networks Learn. Syst. Tian-Jing Zhang, Liang-Jian Deng, Ting-Zhu Huang, Jocelyn Chanussot, Gemine Vivone
2023	J	`jnl`	APLA: Additional Perturbation for Latent Noise with Adversarial Training Enables Consistency. CoRR Yupu Yao, Shangqi Deng, Zihan Cao, Harry Zhang, Liang-Jian Deng
2023	A*	`conf`	Bidirectional Dilation Transformer for Multispectral and Hyperspectral Image Fusion. IJCAI Shangqi Deng, Liang-Jian Deng, Xiao Wu, Ran Ran, Rui Wen
2023	A*	`conf`	Bidomain Modeling Paradigm for Pansharpening. ACM Multimedia Junming Hou, Qi Cao, Ran Ran, Che Liu, Junling Li, Liang-Jian Deng
2023	J	`jnl`	Cascadic Multireceptive Learning for Multispectral Pansharpening. IEEE Trans. Geosci. Remote. Sens. Jun-Da Wang, Liang-Jian Deng, Chen-Yu Zhao, Xiao Wu, Hongming Chen, Gemine Vivone
2023	J	`jnl`	DDRF: Denoising Diffusion Model for Remote Sensing Image Fusion. CoRR Zihan Cao, Shiqi Cao, Xiao Wu, Junming Hou, Ran Ran, Liang-Jian Deng
2023	J	`jnl`	Dynamical Fusion Model With Joint Variational and Deep Priors for Hyperspectral Image Super-Resolution. IEEE Geosci. Remote. Sens. Lett. Hong-Xia Dou, Zhong-Cheng Wu, Yu-Wei Zhuo, Liang-Jian Deng, Gemine Vivone
2023	J	`jnl`	FDDN: frequency-guided network for single image dehazing. Neural Comput. Appl. Haozhen Shen, Chao Wang, Liang-Jian Deng, Liangtian He, Xiaoping Lu, Mingwen Shao, Deyu Meng
2023	J	`jnl`	Gated Attention Coding for Training High-performance and Efficient Spiking Neural Networks. CoRR Xuerui Qiu, Rui-Jie Zhu, Yuhong Chou, Zhaorui Wang, Liang-Jian Deng, Guoqi Li
2023	J	`jnl`	GuidedNet: A General CNN Fusion Framework via High-Resolution Guidance for Hyperspectral Image Super-Resolution. IEEE Trans. Cybern. Ran Ran, Liang-Jian Deng, Tai-Xiang Jiang, Jin-Fan Hu, Jocelyn Chanussot, Gemine Vivone
2023	J	`jnl`	Implicit Neural Feature Fusion Function for Multispectral and Hyperspectral Image Fusion. CoRR Shang-Qi Deng, RuoCheng Wu, Liang-Jian Deng, Ran Ran, Tai-Xiang Jiang
2023	A*	`conf`	LGPConv: Learnable Gaussian Perturbation Convolution for Lightweight Pansharpening. IJCAI Chen-Yu Zhao, Tian-Jing Zhang, Ran Ran, Zhi-Xuan Chen, Liang-Jian Deng
2023	J	`jnl`	LRTCFPan: Low-Rank Tensor Completion Based Framework for Pansharpening. IEEE Trans. Image Process. Zhong-Cheng Wu, Ting-Zhu Huang, Liang-Jian Deng, Jie Huang, Jocelyn Chanussot, Gemine Vivone
2023	A	`conf`	Modality-Fusion Spiking Transformer Network for Audio-Visual Zero-Shot Learning. ICME Wenrui Li, Zhengyu Ma, Liang-Jian Deng, Hengyu Man, Xiaopeng Fan
2023	J	`jnl`	Neuron-Based Spiking Transmission and Reasoning Network for Robust Image-Text Retrieval. IEEE Trans. Circuits Syst. Video Technol. Wenrui Li, Zhengyu Ma, Liang-Jian Deng, Xiaopeng Fan, Yonghong Tian
2023	J	`jnl`	PSRT: Pyramid Shuffle-and-Reshuffle Transformer for Multispectral and Hyperspectral Image Fusion. IEEE Trans. Geosci. Remote. Sens. Shang-Qi Deng, Liang-Jian Deng, Xiao Wu, Ran Ran, Danfeng Hong, Gemine Vivone
2023	J	`jnl`	QIS-GAN: A Lightweight Adversarial Network With Quadtree Implicit Sampling for Multispectral and Hyperspectral Image Fusion. IEEE Trans. Geosci. Remote. Sens. Chunyu Zhu, Shangqi Deng, Yingjie Zhou, Liang-Jian Deng, Qiong Wu
2023	A*	`conf`	Reservoir Computing Transformer for Image-Text Retrieval. ACM Multimedia Wenrui Li, Zhengyu Ma, Liang-Jian Deng, Penghong Wang, Jinqiao Shi, Xiaopeng Fan
2023	J	`jnl`	Signal and Information Processing in Networks. Entropy Minyu Feng, Liang-Jian Deng, Feng Chen
2023	J	`jnl`	TR-STF: a fast and accurate tensor ring decomposition algorithm via defined scaled tri-factorization. Comput. Appl. Math. Ting Xu, Ting-Zhu Huang, Liang-Jian Deng, Hong-Xia Dou, Naoto Yokoya
2023	J	`jnl`	Tensor Decomposition Based Attention Module for Spiking Neural Networks. CoRR Haoyu Deng, Rui-Jie Zhu, Xuerui Qiu, Yule Duan, Malu Zhang, Liang-Jian Deng
2023	A*	`conf`	U2Net: A General Framework with Spatial-Spectral-Integrated Double U-Net for Image Fusion. ACM Multimedia Siran Peng, Chenhao Guo, Xiao Wu, Liang-Jian Deng
2023	J	`jnl`	Variational Pansharpening Based on Coefficient Estimation With Nonlocal Regression. IEEE Trans. Geosci. Remote. Sens. Jin-Liang Xiao, Ting-Zhu Huang, Liang-Jian Deng, Zhong-Cheng Wu, Xiao Wu, Gemine Vivone
2022	A*	`conf`	A Decoder-free Transformer-like Architecture for High-efficiency Single Image Deraining. IJCAI Xiao Wu, Ting-Zhu Huang, Liang-Jian Deng, Tian-Jing Zhang
2022	J	`jnl`	A Deep-Shallow Fusion Network With Multidetail Extractor and Spectral Attention for Hyperspectral Pansharpening. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Yu-Wei Zhuo, Tian-Jing Zhang, Jin-Fan Hu, Hong-Xia Dou, Ting-Zhu Huang, Liang-Jian Deng
2022	J	`jnl`	A New Context-Aware Details Injection Fidelity With Adaptive Coefficients Estimation for Variational Pansharpening. IEEE Trans. Geosci. Remote. Sens. Jin-Liang Xiao, Ting-Zhu Huang, Liang-Jian Deng, Zhong-Cheng Wu, Gemine Vivone
2022	J	`jnl`	An Iterative Regularization Method Based on Tensor Subspace Representation for Hyperspectral Image Super-Resolution. IEEE Trans. Geosci. Remote. Sens. Ting Xu, Ting-Zhu Huang, Liang-Jian Deng, Naoto Yokoya
2022	J	`jnl`	An iterative approach for image fusion with dynamic gradient sparsity and anisotropic spectral-spatial total variation. Signal Image Video Process. Tian-Jing Zhang, Liang-Jian Deng, Zhong-Cheng Wu, Chao-Chao Zheng
2022	C	`conf`	Construction Method of Overlay Network for Cyber-Physical System. APNOMS Liang-Jian Deng, Yubing Chen, Lichen Zhang
2022	C	`conf`	Context-Aware Element Filter for Hyperspectral Image Super-Resolution. IGARSS Ran Ran, Liang-Jian Deng, Chen-Yu Zhao
2022	C	`conf`	Cross-Frequency Detail Compensation Network for Pansharpening. IGARSS Xiao-Nan Zhao, Chen-Yu Zhao, Tian-Jing Zhang, Liang-Jian Deng
2022	J	`jnl`	Exemplar-based image inpainting using adaptive two-stage structure-tensor based priority function and nonlocal filtering. J. Vis. Commun. Image Represent. Ting Xu, Ting-Zhu Huang, Liang-Jian Deng, Xi-Le Zhao, Jin-Fan Hu
2022	J	`jnl`	Fusformer: A Transformer-Based Fusion Network for Hyperspectral Image Super-Resolution. IEEE Geosci. Remote. Sens. Lett. Jin-Fan Hu, Ting-Zhu Huang, Liang-Jian Deng, Hong-Xia Dou, Danfeng Hong, Gemine Vivone
2022	J	`jnl`	Hyperspectral Image Super-Resolution via Deep Spatiospectral Attention Convolutional Neural Networks. IEEE Trans. Neural Networks Learn. Syst. Jin-Fan Hu, Ting-Zhu Huang, Liang-Jian Deng, Tai-Xiang Jiang, Gemine Vivone, Jocelyn Chanussot
2022	A*	`conf`	LAGConv: Local-Context Adaptive Convolution Kernels with Global Harmonic Bias for Pansharpening. AAAI Zi-Rong Jin, Tian-Jing Zhang, Tai-Xiang Jiang, Gemine Vivone, Liang-Jian Deng
2022	J	`jnl`	Laplacian pyramid networks: A new approach for multispectral pansharpening. Inf. Fusion Cheng Jin, Liang-Jian Deng, Ting-Zhu Huang, Gemine Vivone
2022	J	`jnl`	PatchMask: A Data Augmentation Strategy with Gaussian Noise in Hyperspectral Images. Remote. Sens. Hong-Xia Dou, Xing-Shun Lu, Chao Wang, Hao-Zhen Shen, Yu-Wei Zhuo, Liang-Jian Deng
2022	J	`jnl`	Remote Sensing Pansharpening by Full-Depth Feature Fusion. Remote. Sens. Zi-Rong Jin, Yu-Wei Zhuo, Tian-Jing Zhang, Xiao-Xu Jin, Shuaiqi Jing, Liang-Jian Deng
2022	J	`jnl`	SIT: A Bionic and Non-Linear Neuron for Spiking Neural Network. CoRR Cheng Jin, Rui-Jie Zhu, Xiao Wu, Liang-Jian Deng
2022	A*	`conf`	Source-Adaptive Discriminative Kernels based Network for Remote Sensing Pansharpening. IJCAI Siran Peng, Liang-Jian Deng, Jin-Fan Hu, Yu-Wei Zhuo
2022	A*	`conf`	SpanConv: A New Convolution via Spanning Kernel Space for Lightweight Pansharpening. IJCAI Zhi-Xuan Chen, Cheng Jin, Tian-Jing Zhang, Xiao Wu, Liang-Jian Deng
2022	J	`jnl`	Spatial and Spectral-Channel Attention Network for Denoising on Hyperspectral Remote Sensing Image. Remote. Sens. Hong-Xia Dou, Xiao-Miao Pan, Chao Wang, Hao-Zhen Shen, Liang-Jian Deng
2022	J	`jnl`	TCJA-SNN: Temporal-Channel Joint Attention for Spiking Neural Networks. CoRR Rui-Jie Zhu, Malu Zhang, Qihang Zhao, Haoyu Deng, Yule Duan, Liang-Jian Deng
2022	A*	`conf`	Tensor Wheel Decomposition and Its Tensor Completion Application. NeurIPS Zhong-Cheng Wu, Ting-Zhu Huang, Liang-Jian Deng, Hong-Xia Dou, Deyu Meng
2022	J	`jnl`	VO+Net: An Adaptive Approach Using Variational Optimization and Deep Learning for Panchromatic Sharpening. IEEE Trans. Geosci. Remote. Sens. Zhong-Cheng Wu, Ting-Zhu Huang, Liang-Jian Deng, Jin-Fan Hu, Gemine Vivone
2021	J	`jnl`	A Multigrid Algorithm for Maxflow and Min-Cut Problems with Applications to Multiphase Image Segmentation. J. Sci. Comput. Xue-Cheng Tai, Liang-Jian Deng, Ke Yin
2021	J	`jnl`	A Proximal Algorithm with Convergence Guarantee for a Nonconvex Minimization Problem Based on Reproducing Kernel Hilbert Space. Symmetry Hong-Xia Dou, Liang-Jian Deng
2021	J	`jnl`	A Triple-Double Convolutional Neural Network for Panchromatic Sharpening. CoRR Tian-Jing Zhang, Liang-Jian Deng, Ting-Zhu Huang, Jocelyn Chanussot, Gemine Vivone
2021	C	`conf`	A Variational Approach with Nonlocal Self-Similarity and Joint-Sparsity for Hyperspectral Image Super-Resolution. IGARSS Ting Xu, Ting-Zhu Huang, Yong Chen, Jie Huang, Liang-Jian Deng
2021	J	`jnl`	A two-step iterative algorithm for sparse hyperspectral unmixing via total variation. Appl. Math. Comput. Jin-Ju Wang, Ting-Zhu Huang, Jie Huang, Liang-Jian Deng
2021	J	`jnl`	Adaptive total variation and second-order total variation-based model for low-rank tensor completion. Numer. Algorithms Xin Li, Ting-Zhu Huang, Xi-Le Zhao, Teng-Yu Ji, Yu-Bang Zheng, Liang-Jian Deng
2021	A*	`conf`	BAM: Bilateral Activation Mechanism for Image Fusion. ACM Multimedia Zi-Rong Jin, Liang-Jian Deng, Tian-Jing Zhang, Xiao-Xu Jin
2021	J	`jnl`	Detail Injection-Based Deep Convolutional Neural Networks for Pansharpening. IEEE Trans. Geosci. Remote. Sens. Liang-Jian Deng, Gemine Vivone, Cheng Jin, Jocelyn Chanussot
2021	A*	`conf`	Dynamic Cross Feature Fusion for Remote Sensing Pansharpening. ICCV Xiao Wu, Ting-Zhu Huang, Liang-Jian Deng, Tian-Jing Zhang
2021	J	`jnl`	EAA-Net: A novel edge assisted attention network for single image dehazing. Knowl. Based Syst. Chao Wang, Hao-Zhen Shen, Fan Fan, Ming-Wen Shao, Chuan-Sheng Yang, Jiancheng Luo, Liang-Jian Deng
2021	J	`jnl`	Endmember independence constrained hyperspectral unmixing via nonnegative tensor factorization. Knowl. Based Syst. Jin-Ju Wang, Ding-Cheng Wang, Ting-Zhu Huang, Jie Huang, Xi-Le Zhao, Liang-Jian Deng
2021	J	`jnl`	Fusformer: A Transformer-based Fusion Approach for Hyperspectral Image Super-resolution. CoRR Jin-Fan Hu, Ting-Zhu Huang, Liang-Jian Deng
2021	J	`jnl`	LAConv: Local Adaptive Convolution for Image Fusion. CoRR Zi-Rong Jin, Liang-Jian Deng, Tai-Xiang Jiang, Tian-Jing Zhang
2021	J	`jnl`	Nonlocal Tensor-Based Sparse Hyperspectral Unmixing. IEEE Trans. Geosci. Remote. Sens. Jie Huang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng
2021	C	`conf`	Progressive Band-Separated Convolutional Neural Network for Multispectral Pansharpening. IGARSS Shishi Xiao, Cheng Jin, Tian-Jing Zhang, Ran Ran, Liang-Jian Deng
2021	J	`jnl`	Rain Streaks Removal for Single Image via Kernel-Guided Convolutional Neural Network. IEEE Trans. Neural Networks Learn. Syst. Ye-Tao Wang, Xi-Le Zhao, Tai-Xiang Jiang, Liang-Jian Deng, Yi Chang, Ting-Zhu Huang
2021	A*	`conf`	SSconv: Explicit Spectral-to-Spatial Convolution for Pansharpening. ACM Multimedia Yudong Wang, Liang-Jian Deng, Tian-Jing Zhang, Xiao Wu
2021	C	`conf`	Weighted Shallow-Deep Feature Fusion Network for Pansharpening. IGARSS Zi-Rong Jin, Tian-Jing Zhang, Cheng Jin, Liang-Jian Deng
2020	J	`jnl`	A New Variational Approach Based on Proximal Deep Injection and Gradient Intensity Similarity for Spatio-Spectral Image Fusion. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Zhong-Cheng Wu, Ting-Zhu Huang, Liang-Jian Deng, Gemine Vivone, Jiaqing Miao, Jin-Fan Hu, Xi-Le Zhao
2020	J	`jnl`	A convex single image dehazing model via sparse dark channel prior. Appl. Math. Comput. Yugang Wang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Teng-Yu Ji
2020	J	`jnl`	Hyperspectral Image Super-resolution via Deep Spatio-spectral Convolutional Neural Networks. CoRR Jin-Fan Hu, Ting-Zhu Huang, Liang-Jian Deng, Tai-Xiang Jiang, Gemine Vivone, Jocelyn Chanussot
2020	J	`jnl`	Hyperspectral Image Superresolution Using Unidirectional Total Variation With Tucker Decomposition. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Ting Xu, Ting-Zhu Huang, Liang-Jian Deng, Xi-Le Zhao, Jie Huang
2020	J	`jnl`	Multi-dimensional imaging data recovery via minimizing the partial sum of tubal nuclear norm. J. Comput. Appl. Math. Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng
2019	J	`jnl`	A New Operator Splitting Method for the Euler Elastica Model for Image Smoothing. SIAM J. Imaging Sci. Liang-Jian Deng, Roland Glowinski, Xue-Cheng Tai
2019	J	`jnl`	A total variation and group sparsity based tensor optimization model for video rain streak removal. Signal Process. Image Commun. Ye-Tao Wang, Xi-Le Zhao, Tai-Xiang Jiang, Liang-Jian Deng, Tian-Hui Ma, Yue-Tian Zhang, Ting-Zhu Huang
2019	J	`jnl`	Bilateral filter based total variation regularization for sparse hyperspectral image unmixing. Inf. Sci. Xiao Li, Jie Huang, Liang-Jian Deng, Ting-Zhu Huang
2019	J	`jnl`	FastDeRain: A Novel Video Rain Streak Removal Method Using Directional Gradient Priors. IEEE Trans. Image Process. Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Yao Wang
2019	J	`jnl`	Joint-Sparse-Blocks Regression for Total Variation Regularized Hyperspectral Unmixing. IEEE Access Jie Huang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng
2019	J	`jnl`	Joint-Sparse-Blocks and Low-Rank Representation for Hyperspectral Unmixing. IEEE Trans. Geosci. Remote. Sens. Jie Huang, Ting-Zhu Huang, Liang-Jian Deng, Xi-Le Zhao
2019	C	`conf`	Pan-Sharpening Via RoG-Based Filtering. IGARSS Ziyao Zhang, Ting-Zhu Huang, Liang-Jian Deng, Jie Huang, Hong-Xia Dou
2019	B	`conf`	Rain Streaks Removal for Single Image Via Directional Total Variation Regularization. ICIP Yugang Wang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Tai-Xiang Jiang
2019	J	`jnl`	Row-Sparsity Spectral Unmixing via Total Variation. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Jin-Ju Wang, Ting-Zhu Huang, Jie Huang, Hong-Xia Dou, Liang-Jian Deng, Xi-Le Zhao
2019	J	`jnl`	The fusion of panchromatic and multispectral remote sensing images via tensor-based sparse modeling and hyper-Laplacian prior. Inf. Fusion Liang-Jian Deng, Minyu Feng, Xue-Cheng Tai
2019	C	`conf`	Unidirectional Sparse Tensor Based Model for the Noise Removal of Remote Sensing Image. IGARSS Hong-Xia Dou, Ting-Zhu Huang, Liang-Jian Deng, Ziyao Zhang
2018	J	`jnl`	A Framelet-Based Iterative Pan-Sharpening Approach. Remote. Sens. Ziyao Zhang, Ting-Zhu Huang, Liang-Jian Deng, Jie Huang, Xi-Le Zhao, Chao-Chao Zheng
2018	J	`jnl`	A Variational Pansharpening Approach Based on Reproducible Kernel Hilbert Space and Heaviside Function. IEEE Trans. Image Process. Liang-Jian Deng, Gemine Vivone, Weihong Guo, Mauro Dalla Mura, Jocelyn Chanussot
2018	J	`jnl`	Directional Remote. Sens. Hong-Xia Dou, Ting-Zhu Huang, Liang-Jian Deng, Xi-Le Zhao, Jie Huang
2018	J	`jnl`	FastDeRain: A Novel Video Rain Streak Removal Method Using Directional Gradient Priors. CoRR Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Yao Wang
2018	J	`jnl`	Matrix factorization for low-rank tensor completion using framelet prior. Inf. Sci. Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Teng-Yu Ji, Liang-Jian Deng
2018	J	`jnl`	Multispectral Image Denoising via Nonlocal Multitask Sparse Learning. Remote. Sens. Yaru Fan, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Shanxiong Fan
2018	J	`jnl`	Rain Streak Removal for Single Image via Kernel Guided CNN. CoRR Ye-Tao Wang, Xi-Le Zhao, Tai-Xiang Jiang, Liang-Jian Deng, Yi Chang, Ting-Zhu Huang
2017	A*	`conf`	A Novel Tensor-Based Video Rain Streaks Removal Approach via Utilizing Discriminatively Intrinsic Priors. CVPR Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Yao Wang
2017	J	`jnl`	A novel nonconvex approach to recover the low-tubal-rank tensor data: when t-SVD meets PSSV. CoRR Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng
2017	B	`conf`	A variational pansharpening approach based on reproducible kernel Hilbert space and heaviside function. ICIP Liang-Jian Deng, Gemine Vivone, Weihong Guo, Mauro Dalla Mura, Jocelyn Chanussot
2017	J	`jnl`	Group sparsity based regularization model for remote sensing image stripe noise removal. Neurocomputing Yong Chen, Ting-Zhu Huang, Liang-Jian Deng, Xi-Le Zhao, Min Wang
2017	B	`conf`	Image fusion via dynamic gradient sparsity and anisotropic spectral-spatial total variation. ICIP Chao-Chao Zheng, Ting-Zhu Huang, Liang-Jian Deng, Xi-Le Zhao, Hong-Xia Dou
2017	B	`conf`	Stripe noise removal of remote sensing image with a directional l0 sparse model. ICIP Hong-Xia Dou, Ting-Zhu Huang, Liang-Jian Deng, Yong Chen
2017	J	`jnl`	Stripe noise removal of remote sensing images by total variation regularization and group sparsity constraint. Remote. Sens. Yong Chen, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Jie Huang
2017	J	`jnl`	Super-resolution via a fast deconvolution with kernel estimation. EURASIP J. Image Video Process. Han Yu, Ting-Zhu Huang, Liang-Jian Deng, Xi-Le Zhao
2016	J	`jnl`	Single image super-resolution by approximated Heaviside functions. Inf. Sci. Liang-Jian Deng, Weihong Guo, Ting-Zhu Huang
2016	J	`jnl`	Single-Image Super-Resolution via an Iterative Reproducing Kernel Hilbert Space Method. IEEE Trans. Circuits Syst. Video Technol. Liang-Jian Deng, Weihong Guo, Ting-Zhu Huang
2015	J	`jnl`	A fast image recovery algorithm based on splitting deblurring and denoising. J. Comput. Appl. Math. Liang-Jian Deng, Huiqing Guo, Ting-Zhu Huang
2015	C	`conf`	Heaviside image edge sharpening. MMSP Liang-Jian Deng, Weihong Guo, Ting-Zhu Huang, Xi-Le Zhao
2015	J	`jnl`	Single image super-resolution by approximated Heaviside functions. CoRR Liang-Jian Deng, Weihong Guo, Ting-Zhu Huang
2013	J	`jnl`	A generalized product-type BiCOR method and its application in signal deconvolution. Comput. Math. Appl. Liang Zhao, Ting-Zhu Huang, Yan-Fei Jing, Liang-Jian Deng