Progressive Band-Separated Convolutional Neural Network for Multispectral Pansharpening. - Shishi Xiao; Cheng Jin 003; Tian-Jing Zhang; Ran Ran 001; Liang-Jian Deng (IGARSS, 2021)

Context-Aware Element Filter for Hyperspectral Image Super-Resolution. - Ran Ran 001; Liang-Jian Deng; Chen-Yu Zhao (IGARSS, 2022)

Bidirectional Dilation Transformer for Multispectral and Hyperspectral Image Fusion. - Shangqi Deng; Liang-Jian Deng; Xiao Wu; Ran Ran 001; Rui Wen (IJCAI, 2023)

LGPConv: Learnable Gaussian Perturbation Convolution for Lightweight Pansharpening. - Chen-Yu Zhao; Tian-Jing Zhang; Ran Ran 001; Zhi-Xuan Chen; Liang-Jian Deng (IJCAI, 2023)

Bidomain Modeling Paradigm for Pansharpening. - Junming Hou; Qi Cao; Ran Ran 001; Che Liu; Junling Li; Liang-Jian Deng (ACM Multimedia, 2023)

DDRF: Denoising Diffusion Model for Remote Sensing Image Fusion. - Zihan Cao; Shiqi Cao; Xiao Wu; Junming Hou; Ran Ran 001; Liang-Jian Deng (CoRR, 2023)

Implicit Neural Feature Fusion Function for Multispectral and Hyperspectral Image Fusion. - Shang-Qi Deng; RuoCheng Wu; Liang-Jian Deng; Ran Ran 001; Tai-Xiang Jiang (CoRR, 2023)

GuidedNet: A General CNN Fusion Framework via High-Resolution Guidance for Hyperspectral Image Super-Resolution. - Ran Ran 001; Liang-Jian Deng; Tai-Xiang Jiang; Jin-Fan Hu; Jocelyn Chanussot; Gemine Vivone (IEEE Trans. Cybern., 2023)

PSRT: Pyramid Shuffle-and-Reshuffle Transformer for Multispectral and Hyperspectral Image Fusion. - Shang-Qi Deng; Liang-Jian Deng; Xiao Wu; Ran Ran 001; Danfeng Hong; Gemine Vivone (IEEE Trans. Geosci. Remote. Sens., 2023)

LoLDU: Low-Rank Adaptation via Lower-Diag-Upper Decomposition for Parameter-Efficient Fine-Tuning. - Yiming Shi; Jiwei Wei; Yujia Wu; Ran Ran 001; Chengwei Sun; Shiyuan He; Yang Yang 002 (CoRR, 2024)

INF3: Implicit Neural Feature Fusion Function for Multispectral and Hyperspectral Image Fusion. - RuoCheng Wu; Shangqi Deng; Ran Ran 001; Hong-Xia Dou; Liang-Jian Deng (IEEE Trans. Computational Imaging, 2024)

KNLConv: Kernel-Space Non-Local Convolution for Hyperspectral Image Super-Resolution. - Ran Ran 001; Liang-Jian Deng; Tian-Jing Zhang; Jianlong Chang; Xiao Wu; Qi Tian 001 (IEEE Trans. Multim., 2024)

Adaptive Multi-scale Degradation-Based Attack for Boosting the Adversarial Transferability. - Ran Ran 001; Jiwei Wei; Chaoning Zhang; Guoqing Wang 001; Yang Yang 002; Heng Tao Shen (IEEE Trans. Multim., 2024)

A General Paradigm with Detail-Preserving Conditional Invertible Network for Image Fusion. - Wu Wang; Liang-Jian Deng; Ran Ran 001; Gemine Vivone (Int. J. Comput. Vis., 2024)

CDTR: Semantic Alignment for Video Moment Retrieval Using Concept Decomposition Transformer. - Ran Ran 001; Jiwei Wei; Xiangyi Cai; Xiang Guan; Jie Zou 001; Yang Yang 003; Heng Tao Shen (AAAI, 2025)

Binarized Neural Network for Multi-spectral Image Fusion. - Junming Hou; Xiaoyu Chen; Ran Ran 001; Xiaofeng Cong; Xinyang Liu; Jian Wei You; Liang-Jian Deng (CVPR, 2025)

HCFMN: Hierarchical Cross-Modal Fine-Grained Mining Network for Temporal Sentence Grounding. - Ran Ran 001; Jiwei Wei; Yuyang Zhou; Xiang Guan; Yang Yang 002; Heng Tao Shen (IEEE Trans. Multim., 2025)

Two-Stage Random Alternation Framework for One-Shot Pansharpening. - Haorui Chen; Zeyu Ren; Jiaxuan Ren; Ran Ran 001; Jinliang Shao; Jie Huang; Liangjian Deng (CoRR, 2025)

A semi-supervised framework with generative adversarial network for pansharpening. - Yu-Xuan Wang; Ting-Zhu Huang; Ran Ran 001; Rui Wen; Liang-Jian Deng (Signal Image Video Process., 2025)