| 2026 | AAAI | A Hybrid Space Model for Misaligned Multi-modality Image Fusion. | Yi Xiao, Jia Wang, Zhu Liu, Di Wang, Jinyuan Liu, Risheng Liu |
| 2025 | CVPR | Rethinking Reconstruction and Denoising in the Dark: New Perspective, General Architecture and Beyond. | Tengyu Ma, Long Ma, Ziye Li, Yuetong Wang, Jinyuan Liu, Chengpei Xu, Risheng Liu |
| 2025 | CVPR | DEAL: Data-Efficient Adversarial Learning for High-Quality Infrared Imaging. | Zhu Liu, Zijun Wang, Jinyuan Liu, Fanqi Meng, Long Ma, Risheng Liu |
| 2025 | CVPR | DCEvo: Discriminative Cross-Dimensional Evolutionary Learning for Infrared and Visible Image Fusion. | Jinyuan Liu, Bowei Zhang, Qingyun Mei, Xingyuan Li, Yang Zou, Zhiying Jiang, Long Ma, Risheng Liu, Xin Fan |
| 2025 | CVPR | Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond. | Guanyao Wu, Haoyu Liu, Hongming Fu, Yichuan Peng, Jinyuan Liu, Xin Fan, Risheng Liu |
| 2025 | IJCAI | TextMEF: Text-guided Prompt Learning for Multi-exposure Image Fusion. | Jinyuan Liu, Qianjun Huang, Guanyao Wu, Di Wang, Zhiying Jiang, Long Ma, Risheng Liu, Xin Fan |
| 2024 | AAAI | Trash to Treasure: Low-Light Object Detection via Decomposition-and-Aggregation. | Xiaohan Cui, Long Ma, Tengyu Ma, Jinyuan Liu, Xin Fan, Risheng Liu |
| 2024 | AAAI | Towards Robust Image Stitching: An Adaptive Resistance Learning against Compatible Attacks. | Zhiying Jiang, Xingyuan Li, Jinyuan Liu, Xin Fan, Risheng Liu |
| 2024 | AAAI | Hybrid-Supervised Dual-Search: Leveraging Automatic Learning for Loss-Free Multi-Exposure Image Fusion. | Guanyao Wu, Hongming Fu, Jinyuan Liu, Long Ma, Xin Fan, Risheng Liu |
| 2024 | CVPR | Bi-level Learning of Task-Specific Decoders for Joint Registration and One-Shot Medical Image Segmentation. | Xin Fan, Xiaolin Wang, Jiaxin Gao, Jia Wang, Zhongxuan Luo, Risheng Liu |
| 2024 | ECCV | Contourlet Residual for Prompt Learning Enhanced Infrared Image Super-Resolution. | Xingyuan Li, Jinyuan Liu, Zhixin Chen, Yang Zou, Long Ma, Xin Fan, Risheng Liu |
| 2024 | ICML | Moreau Envelope for Nonconvex Bi-Level Optimization: A Single-Loop and Hessian-Free Solution Strategy. | Risheng Liu, Zhu Liu, Wei Yao, Shangzhi Zeng, Jin Zhang |
| 2024 | IJCAI | Where Elegance Meets Precision: Towards a Compact, Automatic, and Flexible Framework for Multi-modality Image Fusion and Applications. | Jinyuan Liu, Guanyao Wu, Zhu Liu, Long Ma, Risheng Liu, Xin Fan |
| 2024 | IJCAI | Advancing Generalized Transfer Attack with Initialization Derived Bilevel Optimization and Dynamic Sequence Truncation. | Yaohua Liu, Jiaxin Gao, Xuan Liu, Xianghao Jiao, Xin Fan, Risheng Liu |
| 2023 | ICCV | Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation. | Jinyuan Liu, Zhu Liu, Guanyao Wu, Long Ma, Risheng Liu, Wei Zhong, Zhongxuan Luo, Xin Fan |
| 2023 | ICIG | Motion-Scenario Decoupling for Rat-Aware Video Position Prediction: Strategy and Benchmark. | Xiaofeng Liu, Jiaxin Gao, Yaohua Liu, Nenggan Zheng, Risheng Liu |
| 2023 | ICML | Averaged Method of Multipliers for Bi-Level Optimization without Lower-Level Strong Convexity. | Risheng Liu, Yaohua Liu, Wei Yao, Shangzhi Zeng, Jin Zhang |
| 2023 | IJCAI | Bi-level Dynamic Learning for Jointly Multi-modality Image Fusion and Beyond. | Zhu Liu, Jinyuan Liu, Guanyao Wu, Long Ma, Xin Fan, Risheng Liu |
| 2023 | PSIVT | LAPRNet: Lightweight Airborne Particle Removal Network for LiDAR Point Clouds. | Yanqi Ma, Ziyu Yue, Youwei Wang, Risheng Liu, Zhixun Su, Junjie Cao |
| 2023 | VINCI | Enhancing Visual Understanding by Removing Dithering with Global and Self-Conditioned Transformation. | Yifei Huang, Chenhui Li, Risheng Liu, Tianyi Liang, Changbo Wang |
| 2022 | CVPR | Segment, Magnify and Reiterate: Detecting Camouflaged Objects the Hard Way. | Qi Jia, Shuilian Yao, Yu Liu, Xin Fan, Risheng Liu, Zhongxuan Luo |
| 2022 | CVPR | Toward Fast, Flexible, and Robust Low-Light Image Enhancement. | Long Ma, Tengyu Ma, Risheng Liu, Xin Fan, Zhongxuan Luo |
| 2022 | CVPR | Target-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object Detection. | Jinyuan Liu, Xin Fan, Zhanbo Huang, Guanyao Wu, Risheng Liu, Wei Zhong, Zhongxuan Luo |
| 2022 | CVPR | Self-augmented Unpaired Image Dehazing via Density and Depth Decomposition. | Yang Yang, Chaoyue Wang, Risheng Liu, Lin Zhang, Xiaojie Guo, Dacheng Tao |
| 2022 | ECCV | ReCoNet: Recurrent Correction Network for Fast and Efficient Multi-modality Image Fusion. | Zhanbo Huang, Jinyuan Liu, Xin Fan, Risheng Liu, Wei Zhong, Zhongxuan Luo |
| 2022 | ICML | Optimization-Derived Learning with Essential Convergence Analysis of Training and Hyper-training. | Risheng Liu, Xuan Liu, Shangzhi Zeng, Jin Zhang, Yixuan Zhang |
| 2022 | IJCAI | Unsupervised Misaligned Infrared and Visible Image Fusion via Cross-Modality Image Generation and Registration. | Di Wang, Jinyuan Liu, Xin Fan, Risheng Liu |
| 2022 | IJCAI | Hierarchical Bilevel Learning with Architecture and Loss Search for Hadamard-based Image Restoration. | Guijing Zhu, Long Ma, Xin Fan, Risheng Liu |
| 2022 | ICRA | Semantic-aware Texture-Structure Feature Collaboration for Underwater Image Enhancement. | Di Wang, Long Ma, Risheng Liu, Xin Fan |
| 2021 | ACML | Physics-inspired Learning for Structure-Aware Texture-Sensitive Underwater Image Enhancement. | Xinwei Xue, Zexuan Li, Long Ma, Risheng Liu, Xin Fan |
| 2021 | CVPR | Retinex-Inspired Unrolling With Cooperative Prior Architecture Search for Low-Light Image Enhancement. | Risheng Liu, Long Ma, Jiaao Zhang, Xin Fan, Zhongxuan Luo |
| 2021 | ICASSP | NASA: A Noise-Adaptive and Structure-Aware Learning Framework for Image Deblurring. | Xiaokun Liu, Long Ma, Risheng Liu, Wei Zhong, Xin Fan, Zhongxuan Luo |
| 2021 | ICASSP | Temporal Rain Decomposition with Spatial Structure Guidance for Video Deraining. | Xinwei Xue, Ying Ding, Long Ma, Yi Wang, Risheng Liu, Xin Fan |
| 2021 | ICASSP | GTA-Net: Gradual Temporal Aggregation Network for Fast Video Deraining. | Xinwei Xue, Xiangyu Meng, Long Ma, Risheng Liu, Xin Fan |
| 2021 | ICML | A Value-Function-based Interior-point Method for Non-convex Bi-level Optimization. | Risheng Liu, Xuan Liu, Xiaoming Yuan, Shangzhi Zeng, Jin Zhang |
| 2020 | CVPR | Wasserstein Loss based Deep Object Detection. | Yuzhuo Han, Xiaofeng Liu, Zhenfei Sheng, Yutao Ren, Xu Han, Jane You, Risheng Liu, Zhongxuan Luo |
| 2020 | ICASSP | Image Restoration Via Data-Dependent Proximal Averaged Optimization. | Pan Mu, Jian Chen, Risheng Liu, Wei Zhong, Xin Fan, Zhongxuan Luo |
| 2020 | ICASSP | Sequential Deep Unrolling With Flow Priors For Robust Video Deraining. | Xinwei Xue, Ying Ding, Pan Mu, Long Ma, Risheng Liu, Xin Fan |
| 2020 | ICASSP | Principle-Inspired Multi-Scale Aggregation Network for Extremely Low-Light Image Enhancement. | Jiaao Zhang, Risheng Liu, Long Ma, Wei Zhong, Xin Fan, Zhongxuan Luo |
| 2020 | ICIP | Multi-Scale Features Joint Rain Removal For Single Image. | Xinwei Xue, Zhenhua Hao, Ying Ding, Qi Jia, Risheng Liu |
| 2020 | ICML | A Generic First-Order Algorithmic Framework for Bi-Level Programming Beyond Lower-Level Singleton. | Risheng Liu, Pan Mu, Xiaoming Yuan, Shangzhi Zeng, Jin Zhang |
| 2020 | IJCAI | Optimization Learning: Perspective, Method, and Applications. | Risheng Liu |
| 2020 | IJCAI | Bi-level Probabilistic Feature Learning for Deformable Image Registration. | Risheng Liu, Zi Li, Yuxi Zhang, Xin Fan, Zhongxuan Luo |
| 2019 | AAAI | A Theoretically Guaranteed Deep Optimization Framework for Robust Compressive Sensing MRI. | Risheng Liu, Yuxi Zhang, Shichao Cheng, Xin Fan, Zhongxuan Luo |
| 2019 | AAAI | Task Embedded Coordinate Update: A Realizable Framework for Multivariate Non-Convex Optimization. | Yiyang Wang, Risheng Liu, Long Ma, Xiaoliang Song |
| 2019 | AAAI | Asynchronous Proximal Stochastic Gradient Algorithm for Composition Optimization Problems. | Pengfei Wang, Risheng Liu, Nenggan Zheng, Zhefeng Gong |
| 2019 | AAAI | Exploiting Local Feature Patterns for Unsupervised Domain Adaptation. | Jun Wen, Risheng Liu, Nenggan Zheng, Qian Zheng, Zhefeng Gong, Junsong Yuan |
| 2019 | ICCV | Semi-Supervised Skin Detection by Network With Mutual Guidance. | Yi He, Jiayuan Shi, Chuan Wang, Haibin Huang, Jiaming Liu, Guanbin Li, Risheng Liu, Jue Wang |
| 2018 | AAAI | Self-Reinforced Cascaded Regression for Face Alignment. | Xin Fan, Risheng Liu, Kang Huyan, Yuyao Feng, Zhongxuan Luo |
| 2018 | AAAI | Proximal Alternating Direction Network: A Globally Converged Deep Unrolling Framework. | Risheng Liu, Xin Fan, Shichao Cheng, Xiangyu Wang, Zhongxuan Luo |
| 2018 | AAAI | Unsupervised Representation Learning With Long-Term Dynamics for Skeleton Based Action Recognition. | Nenggan Zheng, Jun Wen, Risheng Liu, Liangqu Long, Jianhua Dai, Zhefeng Gong |
| 2018 | ICASSP | Deep Layer Prior Optimization for Single Image Rain Streaks Removal. | Risheng Liu, Zhiying Jiang, Long Ma, Xin Fan, Haojie Li, Zhongxuan Luo |
| 2018 | ICASSP | Robust Haze Removal Via Joint Deep Transmission and Scene Propagation. | Risheng Liu, Shiqi Li, Long Ma, Xin Fan, Haojie Li, Zhongxuan Luo |
| 2018 | ICIP | Joint Residual Learning for Underwater Image Enhancement. | Minjun Hou, Risheng Liu, Xin Fan, Zhongxuan Luo |
| 2018 | IJCAI | Toward Designing Convergent Deep Operator Splitting Methods for Task-specific Nonconvex Optimization. | Risheng Liu, Shichao Cheng, Yi He, Xin Fan, Zhongxuan Luo |
| 2018 | IJCAI | Fast Factorization-free Kernel Learning for Unlabeled Chunk Data Streams. | Yi Wang, Nan Xue, Xin Fan, Jiebo Luo, Risheng Liu, Bin Chen, Haojie Li, Zhongxuan Luo |
| 2017 | CIKM | Robust Heterogeneous Discriminative Analysis for Single Sample Per Person Face Recognition. | Meng Pang, Yiu-ming Cheung, Binghui Wang, Risheng Liu |
| 2016 | AAAI | Linearized Alternating Direction Method with Penalization for Nonconvex and Nonsmooth Optimization. | Yiyang Wang, Risheng Liu, Xiaoliang Song, Zhixun Su |
| 2016 | ACCV | Sparse Gradient Pursuit for Robust Visual Analysis. | Jiangxin Dong, Risheng Liu, Kewei Tang, Yiyang Wang, Xindong Zhang, Zhixun Su |
| 2015 | ICDM | Matrix Factorization with Column L0-Norm Constraint for Robust Multi-subspace Analysis. | Binghui Wang, Risheng Liu, Chuang Lin, Xin Fan |
| 2015 | ICIP | Correlated warped Gaussian processes for gender-specific age estimation. | Difei Gao, Lili Pan, Risheng Liu, Rui Chen, Mei Xie |
| 2015 | ICIP | Sparse concept discriminant matrix factorization for image representation. | Meng Pang, Chuang Lin, Risheng Liu, Xin Fan, Jifeng Jiang, Zhongxuan Luo |
| 2015 | ICIP | Visual tracking via orthogonal sparse coding. | Jing Wang, Yiyang Wang, Risheng Liu, Zhixun Su |
| 2015 | ICIP | Robust visual tracking via discriminative sequential ranking. | Guangyu Zhong, Risheng Liu, Zhixun Su |
| 2015 | ICIP | Robust visual tracking via discriminative sequential ranking. | Guangyu Zhong, Risheng Liu, Zhixun Su |
| 2014 | ACCV | Saliency Detection via Nonlocal L_0 Minimization. | Yiyang Wang, Risheng Liu, Xiaoliang Song, Zhixun Su |
| 2014 | CVPR | Adaptive Partial Differential Equation Learning for Visual Saliency Detection. | Risheng Liu, Junjie Cao, Zhouchen Lin, Shiguang Shan |
| 2013 | ACML | Linearized Alternating Direction Method with Parallel Splitting and Adaptive Penalty for Separable Convex Programs in Machine Learning. | Risheng Liu, Zhouchen Lin, Zhixun Su |
| 2013 | ICIP | Mixture of related regressions for head pose estimation. | Lili Pan, Risheng Liu, Mei Xie |
| 2013 | ICIP | Saliency detection based on an edge-preserving filter. | Jin-shan Pan, Zhixun Su, Maoran Bian, Risheng Liu |
| 2012 | CVPR | Fixed-rank representation for unsupervised visual learning. | Risheng Liu, Zhouchen Lin, Fernando De la Torre, Zhixun Su |
| 2011 | ICIP | Robust head pose estimation via Convex Regularized Sparse Regression. | Hao Ji, Risheng Liu, Fei Su, Zhixun Su, Yan Tian |
| 2010 | ECCV | Learning PDEs for Image Restoration via Optimal Control. | Risheng Liu, Zhouchen Lin, Wei Zhang, Zhixun Su |
| 2009 | ACCV | Lorentzian Discriminant Projection and Its Applications. | Risheng Liu, Zhixun Su, Zhouchen Lin, Xiaoyu Hou |