Compounded Layer-Prior Unrolling: A Unified Transmission-Based Image Enhancement Framework. - Risheng Liu; Minjun Hou; Jinyuan Liu 001; Xin Fan 001; Zhongxuan Luo (ICME, 2019)

Multiple Task-Oriented Encoders for Unified Image Fusion. - Zhuoxiao Li; Jinyuan Liu 001; Risheng Liu; Xin Fan 001; Zhongxuan Luo; Wen Gao 001 (ICME, 2021)

Halder: Hierarchical Attention-Guided Learning with Detail-Refinement for Multi-Exposure Image Fusion. - Jinyuan Liu 001; Jingjie Shang; Risheng Liu; Xin Fan 001 (ICME, 2021)

Searching a Hierarchically Aggregated Fusion Architecture for Fast Multi-Modality Image Fusion. - Risheng Liu; Zhu Liu 004; Jinyuan Liu 001; Xin Fan 001 (ACM Multimedia, 2021)

SMoA: Searching a Modality-Oriented Architecture for Infrared and Visible Image Fusion. - Jinyuan Liu 001; Yuhui Wu; Zhanbo Huang; Risheng Liu; Xin Fan 001 (IEEE Signal Process. Lett., 2021)

Learning Hadamard-Product-Propagation for Image Dehazing and Beyond. - Risheng Liu; Shiqi Li; Jinyuan Liu 001; Long Ma 002; Xin Fan 001; Zhongxuan Luo (IEEE Trans. Circuits Syst. Video Technol., 2021)

A Bilevel Integrated Model With Data-Driven Layer Ensemble for Multi-Modality Image Fusion. - Risheng Liu; Jinyuan Liu 001; Zhiying Jiang; Xin Fan 001; Zhongxuan Luo (IEEE Trans. Image Process., 2021)

Target-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object Detection. - Jinyuan Liu 001; Xin Fan 001; Zhanbo Huang; Guanyao Wu; Risheng Liu; Wei Zhong; Zhongxuan Luo (CVPR, 2022)

ReCoNet: Recurrent Correction Network for Fast and Efficient Multi-modality Image Fusion. - Zhanbo Huang; Jinyuan Liu 001; Xin Fan 001; Risheng Liu; Wei Zhong; Zhongxuan Luo (ECCV (18), 2022)

Unsupervised Misaligned Infrared and Visible Image Fusion via Cross-Modality Image Generation and Registration. - Di Wang 018; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (IJCAI, 2022)

Learn to Search a Lightweight Architecture for Target-Aware Infrared and Visible Image Fusion. - Jinyuan Liu 001; Yuhui Wu; Guanyao Wu; Risheng Liu; Xin Fan 001 (IEEE Signal Process. Lett., 2022)

Learning a Deep Multi-Scale Feature Ensemble and an Edge-Attention Guidance for Image Fusion. - Jinyuan Liu 001; Xin Fan 001; Ji Jiang; Risheng Liu; Zhongxuan Luo (IEEE Trans. Circuits Syst. Video Technol., 2022)

Attention-Guided Global-Local Adversarial Learning for Detail-Preserving Multi-Exposure Image Fusion. - Jinyuan Liu 001; Jingjie Shang; Risheng Liu; Xin Fan 001 (IEEE Trans. Circuits Syst. Video Technol., 2022)

Global structure-guided learning framework for underwater image enhancement. - Runjia Lin; Jinyuan Liu 001; Risheng Liu; Xin Fan 001 (Vis. Comput., 2022)

Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation. - Jinyuan Liu 001; Zhu Liu 004; Guanyao Wu; Long Ma 002; Risheng Liu; Wei Zhong; Zhongxuan Luo; Xin Fan 001 (ICCV, 2023)

Bi-level Dynamic Learning for Jointly Multi-modality Image Fusion and Beyond. - Zhu Liu 004; Jinyuan Liu 001; Guanyao Wu; Long Ma 002; Xin Fan 001; Risheng Liu (IJCAI, 2023)

Multi-Spectral Image Stitching via Spatial Graph Reasoning. - Zhiying Jiang; Zengxi Zhang; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (ACM Multimedia, 2023)

Learning a Graph Neural Network with Cross Modality Interaction for Image Fusion. - Jiawei Li 016; Jiansheng Chen; Jinyuan Liu 001; Huimin Ma 001 (ACM Multimedia, 2023)

Fearless Luminance Adaptation: A Macro-Micro-Hierarchical Transformer for Exposure Correction. - Gehui Li; Jinyuan Liu 001; Long Ma 002; Zhiying Jiang; Xin Fan 001; Risheng Liu (ACM Multimedia, 2023)

Bilevel Generative Learning for Low-Light Vision. - Yingchi Liu; Zhu Liu 004; Long Ma 002; Jinyuan Liu 001; Xin Fan 001; Zhongxuan Luo; Risheng Liu (ACM Multimedia, 2023)

PAIF: Perception-Aware Infrared-Visible Image Fusion for Attack-Tolerant Semantic Segmentation. - Zhu Liu 004; Jinyuan Liu 001; Benzhuang Zhang; Long Ma 002; Xin Fan 001; Risheng Liu (ACM Multimedia, 2023)

Little Strokes Fell Great Oaks: Boosting the Hierarchical Features for Multi-exposure Image Fusion. - Pan Mu; Zhiying Du; Jinyuan Liu 001; Cong Bai (ACM Multimedia, 2023)

WaterFlow: Heuristic Normalizing Flow for Underwater Image Enhancement and Beyond. - Zengxi Zhang; Zhiying Jiang; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (ACM Multimedia, 2023)

Exploring a Distillation with Embedded Prompts for Object Detection in Adverse Environments. - Hao Fu 004; Long Ma 002; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (PRCV (10), 2023)

Modality-Invariant Representation for Infrared and Visible Image Registration. - Zhiying Jiang; Zengxi Zhang; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (CoRR, 2023)

MonoTDP: Twin Depth Perception for Monocular 3D Object Detection in Adverse Scenes. - Xingyuan Li 005; Jinyuan Liu 001; Yixin Lei; Long Ma 002; Xin Fan 001; Risheng Liu (CoRR, 2023)

Embracing Compact and Robust Architectures for Multi-Exposure Image Fusion. - Zhu Liu 004; Jinyuan Liu 001; Guanyao Wu; Xin Fan 001; Risheng Liu (CoRR, 2023)

Bilevel Fast Scene Adaptation for Low-Light Image Enhancement. - Long Ma 002; Dian Jin 003; Nan An; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (CoRR, 2023)

Enhancing Infrared Small Target Detection Robustness with Bi-Level Adversarial Framework. - Zhu Liu 004; Zihang Chen; Jinyuan Liu 001; Long Ma 002; Xin Fan 001; Risheng Liu (CoRR, 2023)

Dual Adversarial Resilience for Collaborating Robust Underwater Image Enhancement and Perception. - Zengxi Zhang; Zhiying Jiang; Zeru Shi; Jinyuan Liu 001; Risheng Liu (CoRR, 2023)

AdvMono3D: Advanced Monocular 3D Object Detection with Depth-Aware Robust Adversarial Training. - Xingyuan Li 005; Jinyuan Liu 001; Long Ma 002; Xin Fan 001; Risheng Liu (CoRR, 2023)

An interactively reinforced paradigm for joint infrared-visible image fusion and saliency object detection. - Di Wang 018; Jinyuan Liu 001; Risheng Liu; Xin Fan 001 (Inf. Fusion, 2023)

Breaking Free From Fusion Rule: A Fully Semantic-Driven Infrared and Visible Image Fusion. - Yuhui Wu; Zhu Liu 004; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (IEEE Signal Process. Lett., 2023)

GALFusion: Multi-Exposure Image Fusion via a Global-Local Aggregation Learning Network. - Jia Lei; Jiawei Li 016; Jinyuan Liu 001; Shihua Zhou; Qiang Zhang 008; Nikola K. Kasabov (IEEE Trans. Instrum. Meas., 2023)

Learning a Coordinated Network for Detail-Refinement Multiexposure Image Fusion. - Jiawei Li 016; Jinyuan Liu 001; Shihua Zhou; Qiang Zhang 008; Nikola K. Kasabov (IEEE Trans. Circuits Syst. Video Technol., 2023)

HoLoCo: Holistic and local contrastive learning network for multi-exposure image fusion. - Jinyuan Liu 001; Guanyao Wu; Junsheng Luan; Zhiying Jiang; Risheng Liu; Xin Fan 001 (Inf. Fusion, 2023)

A unified image fusion framework with flexible bilevel paradigm integration. - Jinyuan Liu 001; Zhiying Jiang; Guanyao Wu; Risheng Liu; Xin Fan 001 (Vis. Comput., 2023)

Trash to Treasure: Low-Light Object Detection via Decomposition-and-Aggregation. - Xiaohan Cui; Long Ma 002; Tengyu Ma 004; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (AAAI, 2024)

Towards Robust Image Stitching: An Adaptive Resistance Learning against Compatible Attacks. - Zhiying Jiang; Xingyuan Li 005; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (AAAI, 2024)

Improving Cross-Modal Alignment with Synthetic Pairs for Text-Only Image Captioning. - Zhiyue Liu; Jinyuan Liu 001; Fanrong Ma (AAAI, 2024)

Hybrid-Supervised Dual-Search: Leveraging Automatic Learning for Loss-Free Multi-Exposure Image Fusion. - Guanyao Wu; Hongming Fu; Jinyuan Liu 001; Long Ma 002; Xin Fan 001; Risheng Liu (AAAI, 2024)

Enhancing Neural Radiance Fields with Adaptive Multi-Exposure Fusion: A Bilevel Optimization Approach for Novel View Synthesis. - Yang Zou 004; Xingyuan Li 005; Zhiying Jiang; Jinyuan Liu 001 (AAAI, 2024)

Contourlet Residual for Prompt Learning Enhanced Infrared Image Super-Resolution. - Xingyuan Li 005; Jinyuan Liu 001; Zhixin Chen; Yang Zou 004; Long Ma 002; Xin Fan 001; Risheng Liu (ECCV (3), 2024)

Local Contrast Prior-Guided Cross Aggregation Model for Effective Infrared Small Target Detection. - Zihang Chen; Zhu Liu 004; Jinyuan Liu 001 (ICASSP, 2024)

Segmentation-Driven Infrared and Visible Image Fusion Via Transformer-Enhanced Architecture Searching. - Hongming Fu; Guanyao Wu; Zhu Liu 004; Tiantian Yan; Jinyuan Liu 001 (ICASSP, 2024)

AEAM3D: Adverse Environment-Adaptive Monocular 3D Object Detection via Feature Extraction Regularization. - Yixin Lei; Xingyuan Li 005; Zhiying Jiang; Xinrui Ju; Jinyuan Liu 001 (ICASSP, 2024)

Adaptive Multi-Exposure Fusion for Enhanced Neural Radiance Fields. - Yang Zou 004; Xingyuan Li 005; Zhiying Jiang; Tiantian Yan; Jinyuan Liu 001 (ICASSP, 2024)

Where Elegance Meets Precision: Towards a Compact, Automatic, and Flexible Framework for Multi-modality Image Fusion and Applications. - Jinyuan Liu 001; Guanyao Wu; Zhu Liu 004; Long Ma 002; Risheng Liu; Xin Fan 001 (IJCAI, 2024)

From Text to Pixels: A Context-Aware Semantic Synergy Solution for Infrared and Visible Image Fusion. - Xingyuan Li 005; Yang Zou 004; Jinyuan Liu 001; Zhiying Jiang; Long Ma 002; Xin Fan 001; Risheng Liu (CoRR, 2024)

Contourlet Refinement Gate Framework for Thermal Spectrum Distribution Regularized Infrared Image Super-Resolution. - Yang Zou 004; Zhixin Chen; Zhipeng Zhang; Xingyuan Li 005; Long Ma 002; Jinyuan Liu 001; Peng Wang; Yanning Zhang (CoRR, 2024)

SeFENet: Robust Deep Homography Estimation via Semantic-Driven Feature Enhancement. - Zeru Shi; Zengxi Zhang; Zhiying Jiang; Ruizhe An; Jinyuan Liu 001 (CoRR, 2024)

A2RNet: Adversarial Attack Resilient Network for Robust Infrared and Visible Image Fusion. - Jiawei Li 016; Hongwei Yu; Jiansheng Chen; Xinlong Ding; Jinlong Wang; Jinyuan Liu 001; Bochao Zou; Huimin Ma 001 (CoRR, 2024)

SDFuse: Semantic-injected dual-flow learning for infrared and visible image fusion. - Enlong Wang; Jiawei Li 016; Jia Lei; Jinyuan Liu 001; Shihua Zhou; Bin Wang 005; Nikola K. Kasabov (Expert Syst. Appl., 2024)

Leveraging a self-adaptive mean teacher model for semi-supervised multi-exposure image fusion. - Qianjun Huang; Guanyao Wu; Zhiying Jiang; Wei Fan 011; Bin Xu 003; Jinyuan Liu 001 (Inf. Fusion, 2024)

Searching a Compact Architecture for Robust Multi-Exposure Image Fusion. - Zhu Liu 004; Jinyuan Liu 001; Guanyao Wu; Zihang Chen; Xin Fan 001; Risheng Liu (IEEE Trans. Circuits Syst. Video Technol., 2024)

Learning to Search a Lightweight Generalized Network for Medical Image Fusion. - Pan Mu; Guanyao Wu; Jinyuan Liu 001; Yuduo Zhang; Xin Fan 001; Risheng Liu (IEEE Trans. Circuits Syst. Video Technol., 2024)

Multiscale Synergism Ensemble Progressive and Contrastive Investigation for Image Restoration. - Zhiying Jiang; Shuzhou Yang; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (IEEE Trans. Instrum. Meas., 2024)

Multispectral Image Stitching via Global-Aware Quadrature Pyramid Regression. - Zhiying Jiang; Zengxi Zhang; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (IEEE Trans. Image Process., 2024)

Holistic Dynamic Frequency Transformer for image fusion and exposure correction. - Xiaoke Shang; Gehui Li; Zhiying Jiang; Shaomin Zhang; Nai Ding; Jinyuan Liu 001 (Inf. Fusion, 2024)

Coarse-to-fine multi-scale attention-guided network for multi-exposure image fusion. - Hao Zhao; Jingrun Zheng; Xiaoke Shang; Wei Zhong; Jinyuan Liu 001 (Vis. Comput., 2024)

CoCoNet: Coupled Contrastive Learning Network with Multi-level Feature Ensemble for Multi-modality Image Fusion. - Jinyuan Liu 001; Runjia Lin; Guanyao Wu; Risheng Liu; Zhongxuan Luo; Xin Fan 001 (Int. J. Comput. Vis., 2024)

A Task-Guided, Implicitly-Searched and Meta-Initialized Deep Model for Image Fusion. - Risheng Liu; Zhu Liu 004; Jinyuan Liu 001; Xin Fan 001; Zhongxuan Luo (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Multiscale Bilateral Attention Fusion Network for Pansharpening. - Zhongyuan Guo; Jiawei Li 016; Jia Lei; Jinyuan Liu 001; Shihua Zhou; Bin Wang 005; Nikola K. Kasabov (IEEE Trans. Artif. Intell., 2024)

Improving Misaligned Multi-Modality Image Fusion With One-Stage Progressive Dense Registration. - Di Wang 018; Jinyuan Liu 001; Long Ma 002; Risheng Liu; Xin Fan 001 (IEEE Trans. Circuits Syst. Video Technol., 2024)

GeSeNet: A General Semantic-Guided Network With Couple Mask Ensemble for Medical Image Fusion. - Jiawei Li 016; Jinyuan Liu 001; Shihua Zhou; Qiang Zhang 008; Nikola K. Kasabov (IEEE Trans. Neural Networks Learn. Syst., 2024)

A²RNet: Adversarial Attack Resilient Network for Robust Infrared and Visible Image Fusion. - Jiawei Li 016; Hongwei Yu; Jiansheng Chen; Xinlong Ding; Jinlong Wang; Jinyuan Liu 001; Bochao Zou; Huimin Ma 001 (AAAI, 2025)

CoA: Towards Real Image Dehazing via Compression-and-Adaptation. - Long Ma 002; Yuxin Feng; Yan Zhang; Jinyuan Liu 001; Weimin Wang; Guang-Yong Chen; Chengpei Xu; Zhuo Su 001 (CVPR, 2025)

Rethinking Reconstruction and Denoising in the Dark: New Perspective, General Architecture and Beyond. - Tengyu Ma 004; Long Ma 002; Ziye Li; Yuetong Wang; Jinyuan Liu 001; Chengpei Xu; Risheng Liu (CVPR, 2025)

DEAL: Data-Efficient Adversarial Learning for High-Quality Infrared Imaging. - Zhu Liu 004; Zijun Wang; Jinyuan Liu 001; Fanqi Meng; Long Ma 002; Risheng Liu (CVPR, 2025)

DCEvo: Discriminative Cross-Dimensional Evolutionary Learning for Infrared and Visible Image Fusion. - Jinyuan Liu 001; Bowei Zhang; Qingyun Mei; Xingyuan Li 005; Yang Zou 004; Zhiying Jiang; Long Ma 002; Risheng Liu; Xin Fan 001 (CVPR, 2025)

Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond. - Guanyao Wu; Haoyu Liu; Hongming Fu; Yichuan Peng; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (CVPR, 2025)

MLFuse: Multi-Scenario Feature Joint Learning for Multi-Modality Image Fusion. - Jia Lei; Jiawei Li 016; Jinyuan Liu 001; Bin Wang 005; Shihua Zhou; Qiang Zhang 008; Xiaopeng Wei; Nikola K. Kasabov (IEEE Trans. Multim., 2025)

Robust One-Stop Multi-Modality Image Registration-Fusion-Segmentation Framework Against Misalignments and Adversarial Attacks. - Di Wang 018; Xianghao Jiao; Jinyuan Liu 001; Xin Fan 001 (IEEE Trans. Multim., 2025)

DifIISR: A Diffusion Model with Gradient Guidance for Infrared Image Super-Resolution. - Xingyuan Li 005; Zirui Wang; Yang Zou 004; Zhixin Chen; Jun Ma; Zhiying Jiang; Long Ma 002; Jinyuan Liu 001 (CoRR, 2025)

PromptFusion: Harmonized Semantic Prompt Learning for Infrared and Visible Image Fusion. - Jinyuan Liu 001; Xingyuan Li 005; Zirui Wang; Zhiying Jiang; Wei Zhong; Wei Fan 011; Bin Xu 003 (IEEE CAA J. Autom. Sinica, 2025)

Infrared and Visible Image Fusion: From Data Compatibility to Task Adaption. - Jinyuan Liu 001; Guanyao Wu; Zhu Liu 004; Di Wang 018; Zhiying Jiang; Long Ma 002; Wei Zhong; Xin Fan 001; Risheng Liu (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

HUPE: Heuristic Underwater Perceptual Enhancement with Semantic Collaborative Learning. - Zengxi Zhang; Zhiying Jiang; Long Ma 002; Jinyuan Liu 001; Xin Fan 001; Risheng Liu (Int. J. Comput. Vis., 2025)