Unrolled Optimization with Deep Priors for Intrinsic Image Decomposition. - Cheng Yang; Risheng Liu; Long Ma 002; Xin Fan 001; Haojie Li; Miao Zhang (BigMM, 2018)

Deep Layer Prior Optimization for Single Image Rain Streaks Removal. - Risheng Liu; Zhiying Jiang; Long Ma 002; Xin Fan 001; Haojie Li; Zhongxuan Luo (ICASSP, 2018)

Robust Haze Removal Via Joint Deep Transmission and Scene Propagation. - Risheng Liu; Shiqi Li; Long Ma 002; Xin Fan 001; Haojie Li; Zhongxuan Luo (ICASSP, 2018)

Prior-guided deep residual propagation for non-blind image deconvolution. - Long Ma 002; Zhiying Jiang; Risheng Liu; Xin Fan 001 (ICIMCS, 2018)

A Bridging Framework for Model Optimization and Deep Propagation. - Risheng Liu; Shichao Cheng; Xiaokun Liu; Long Ma 002; Xin Fan 001; Zhongxuan Luo (NeurIPS, 2018)

Task Embedded Coordinate Update: A Realizable Framework for Multivariate Non-Convex Optimization. - Yiyang Wang 001; Risheng Liu; Long Ma 002; Xiaoliang Song (AAAI, 2019)

Enhanced Residual Dense Intrinsic Network for Intrinsic Image Decomposition. - Risheng Liu; Cheng Yang; Long Ma 002; Miao Zhang; Xin Fan 001; Zhongxuan Luo (ICME, 2019)

Bilevel Integrative Optimization for Ill-posed Inverse Problems. - Risheng Liu; Long Ma 002; Xiaoming Yuan 001; Shangzhi Zeng; Jin Zhang 002 (CoRR, 2019)

Deep Proximal Unrolling: Algorithmic Framework, Convergence Analysis and Applications. - Risheng Liu; Shichao Cheng; Long Ma 002; Xin Fan 001; Zhongxuan Luo (IEEE Trans. Image Process., 2019)

Learning Converged Propagations With Deep Prior Ensemble for Image Enhancement. - Risheng Liu; Long Ma 002; Yiyang Wang 001; Lei Zhang 006 (IEEE Trans. Image Process., 2019)

Sequential Deep Unrolling With Flow Priors For Robust Video Deraining. - Xinwei Xue; Ying Ding 006; Pan Mu; Long Ma 002; Risheng Liu; Xin Fan 001 (ICASSP, 2020)

Principle-Inspired Multi-Scale Aggregation Network for Extremely Low-Light Image Enhancement. - Jiaao Zhang; Risheng Liu; Long Ma 002; Wei Zhong; Xin Fan 001; Zhongxuan Luo (ICASSP, 2020)

Learning Multi-scale Retinex with Residual Network for Low-Light Image Enhancement. - Long Ma 002; Jie Lin; Jingjie Shang; Wei Zhong; Xin Fan 001; Zhongxuan Luo; Risheng Liu (PRCV (1), 2020)

Joint Over and Under Exposures Correction by Aggregated Retinex Propagation for Image Enhancement. - Long Ma 002; Dian Jin 003; Risheng Liu; Xin Fan 001; Zhongxuan Luo (IEEE Signal Process. Lett., 2020)

Physics-inspired Learning for Structure-Aware Texture-Sensitive Underwater Image Enhancement. - Xinwei Xue; Zexuan Li; Long Ma 002; Risheng Liu; Xin Fan 001 (ACML, 2021)

Attention Guided Retinex Architecture Search for Robust Low-light Image Enhancement. - Xiaoke Shang; Jingjie Shang; Long Ma 002; Shaomin Zhang; Nai Ding (CICAI, 2021)

Learning Multi-scale Underexposure Image Correction. - Wei Zhong; Xiaodong Zhang; Long Ma 002; Risheng Liu; Xin Fan 001; Zhongxuan Luo (CICAI, 2021)

Retinex-Inspired Unrolling With Cooperative Prior Architecture Search for Low-Light Image Enhancement. - Risheng Liu; Long Ma 002; Jiaao Zhang; Xin Fan 001; Zhongxuan Luo (CVPR, 2021)

NASA: A Noise-Adaptive and Structure-Aware Learning Framework for Image Deblurring. - Xiaokun Liu; Long Ma 002; Risheng Liu; Wei Zhong; Xin Fan 001; Zhongxuan Luo (ICASSP, 2021)

Temporal Rain Decomposition with Spatial Structure Guidance for Video Deraining. - Xinwei Xue; Ying Ding 006; Long Ma 002; Yi Wang 037; Risheng Liu; Xin Fan 001 (ICASSP, 2021)

GTA-Net: Gradual Temporal Aggregation Network for Fast Video Deraining. - Xinwei Xue; Xiangyu Meng; Long Ma 002; Risheng Liu; Xin Fan 001 (ICASSP, 2021)

Video Deraining Via Temporal Aggregation-and-Guidance. - Long Ma 002; Risheng Liu; Xuefeng Zhang; Wei Zhong; Xin Fan 001 (ICME, 2021)

Spatial-Temporal Integration Network with Self-Guidance for Robust Video Deraining. - Xiaokun Liu; Risheng Liu; Long Ma 002; Xin Fan 001; Zhongxuan Luo (ICME, 2021)

Searching Frame-Recurrent Attentive Deformable Network for Real-Time Video Deraining. - Xinwei Xue; Xiangyu Meng; Long Ma 002; Yi Wang 037; Risheng Liu; Xin Fan 001 (ICME, 2021)

Star-Net: Spatial-Temporal Attention Residual Network for Video Deraining. - Wei Zhong; Xuefeng Zhang; Long Ma 002; Risheng Liu; Xin Fan 001; Zhongxuan Luo (ICME, 2021)

Collaborative Reflectance-And-Illumination Learning For High-Efficient Low-Light Image Enhancement. - Guijing Zhu; Long Ma 002; Risheng Liu; Xin Fan 001; Zhongxuan Luo (ICME, 2021)

Bridging the Gap between Low-Light Scenes: Bilevel Learning for Fast Adaptation. - Dian Jin 003; Long Ma 002; Risheng Liu; Xin Fan 001 (ACM Multimedia, 2021)

Latency-Constrained Spatial-Temporal Aggregated Architecture Search for Video Deraining. - Zhu Liu 004; Long Ma 002; Risheng Liu; Xin Fan 001; Zhongxuan Luo; Yuduo Zhang (PRCV (3), 2021)

Semantic-Driven Context Aggregation Network for Underwater Image Enhancement. - Dongxiang Shi; Long Ma 002; Risheng Liu; Xin Fan 001; Zhongxuan Luo (PRCV (3), 2021)

Deep Multi-Illumination Fusion for Low-Light Image Enhancement. - Wei Zhong; Jie Lin; Long Ma 002; Risheng Liu; Xin Fan 001 (PRCV (3), 2021)

A convergent framework with learnable feasibility for Hadamard-based image recovery. - Yiyang Wang 001; Long Ma 002; Risheng Liu (Comput. Vis. Image Underst., 2021)

Learning to Discover a Unified Architecture for Low-Level Vision. - Zhu Liu 004; Long Ma 002; Risheng Liu; Xin Fan 001 (IEEE Signal Process. Lett., 2021)

Joint Luminance and Chrominance Learning for Underwater Image Enhancement. - Xinwei Xue; Zhenhua Hao; Long Ma 002; Yi Wang 037; Risheng Liu (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)

Toward Fast, Flexible, and Robust Low-Light Image Enhancement. - Long Ma 002; Tengyu Ma 004; Risheng Liu; Xin Fan 001; Zhongxuan Luo (CVPR, 2022)

Learning to Fuse Heterogeneous Features for Low-Light Image Enhancement. - Zhenyu Tang 004; Long Ma 002; Xiaoke Shang; Xin Fan 001 (ICASSP, 2022)

Semantic-aware Texture-Structure Feature Collaboration for Underwater Image Enhancement. - Di Wang 018; Long Ma 002; Risheng Liu; Xin Fan 001 (ICRA, 2022)

Hierarchical Bilevel Learning with Architecture and Loss Search for Hadamard-based Image Restoration. - Guijing Zhu; Long Ma 002; Xin Fan 001; Risheng Liu (IJCAI, 2022)

PIA: Parallel Architecture with Illumination Allocator for Joint Enhancement and Detection in Low-Light. - Tengyu Ma 004; Long Ma 002; Xin Fan 001; Zhongxuan Luo; Risheng Liu (ACM Multimedia, 2022)

Best of Both Worlds: See and Understand Clearly in the Dark. - Xinwei Xue; Jia He; Long Ma 002; Yi Wang 037; Xin Fan 001; Risheng Liu (ACM Multimedia, 2022)

Video Deraining via Temporal Discrepancy Learning. - Yirui Fan; Long Ma 002; Risheng Liu (PRCV (4), 2022)

Adjacent Slice Feature Guided 2.5D Network for Pulmonary Nodule Segmentation. - Xinwei Xue; Gaoyu Wang; Long Ma 002; Qi Jia 001; Yi Wang 037 (CoRR, 2022)

Practical Exposure Correction: Great Truths Are Always Simple. - Long Ma 002; Tianjiao Ma; Xinwei Xue; Xin Fan 001; Zhongxuan Luo; Risheng Liu (CoRR, 2022)

Task-Oriented Convex Bilevel Optimization With Latent Feasibility. - Risheng Liu; Long Ma 002; Xiaoming Yuan 001; Shangzhi Zeng; Jin Zhang 002 (IEEE Trans. Image Process., 2022)

Underexposed Image Correction via Hybrid Priors Navigated Deep Propagation. - Risheng Liu; Long Ma 002; Yuxi Zhang 001; Xin Fan 001; Zhongxuan Luo (IEEE Trans. Neural Networks Learn. Syst., 2022)

Learning Deep Context-Sensitive Decomposition for Low-Light Image Enhancement. - Long Ma 002; Risheng Liu; Jiaao Zhang; Xin Fan 001; Zhongxuan Luo (IEEE Trans. Neural Networks Learn. Syst., 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)

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)

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)

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)

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)

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)

Investigating intrinsic degradation factors by multi-branch aggregation for real-world underwater image enhancement. - Xinwei Xue; Zexuan Li; Long Ma 002; Qi Jia 001; Risheng Liu; Xin Fan 001 (Pattern Recognit., 2023)

Low-Light Image Enhancement via Self-Reinforced Retinex Projection Model. - Long Ma 002; Risheng Liu; Yiyang Wang 001; Xin Fan 001; Zhongxuan Luo (IEEE Trans. Multim., 2023)

Learning With Nested Scene Modeling and Cooperative Architecture Search for Low-Light Vision. - Risheng Liu; Long Ma 002; Tengyu Ma 004; Xin Fan 001; Zhongxuan Luo (IEEE Trans. Pattern Anal. Mach. Intell., 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)

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)

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)

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)

Seeing Text in the Dark: Algorithm and Benchmark. - Chengpei Xu; Hao Fu 004; Long Ma 002; Wenjing Jia; Chengqi Zhang; Feng Xia 001; Xiaoyu Ai; Binghao Li; Wenjie Zhang 001 (ACM Multimedia, 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)

Learning Deep Scene Curve for Fast and Robust Underwater Image Enhancement. - Xinwei Xue; Tianjiao Ma; Yidong Han; Long Ma 002; Risheng Liu (IEEE Signal Process. Lett., 2024)

Bridging the Gap Between Haze Scenarios: A Unified Image Dehazing Model. - Yuxin Feng; Zhuo Su 001; Long Ma 002; Xin Li; Risheng Liu; Fan Zhou 001 (IEEE Trans. Circuits Syst. Video Technol., 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)

Advancing Real-World Image Dehazing: Perspective, Modules, and Training. - Yuxin Feng; Long Ma 002; Xiaozhe Meng; Fan Zhou 001; Risheng Liu; Zhuo Su 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

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)

Crossing the Chasm: A practical architecture augmentation for low-quality object detection. - Xinwei Xue; Haoze Zheng; Yuechao Gao; Tengyu Ma 004; Long Ma 002; Qi Jia 001 (Neurocomputing, 2025)

ASF-Net: Robust video deraining via temporal alignment and online adaptive learning. - Xinwei Xue; Jia He; Long Ma 002; Xiangyu Meng; Wenlin Li; Risheng Liu (Pattern Recognit., 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)

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)

Striving for Faster and Better: A One-Layer Architecture With Auto Re-Parameterization for Low-Light Image Enhancement. - Nan An; Long Ma 002; Guangchao Han; Xin Fan 001; Risheng Liu (IEEE Trans. Circuits Syst. Video Technol., 2025)