Liu, Risheng
- Target-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object Detection
2022/03/30 by Jinyuan Liu, Liu, Jinyuan, Xin Fan +11 · 44 citations
Engineering · #Advanced Image Fusion Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Infrared Target Detection Methodologies #Remote-Sensing Image Classification
- Retinex-inspired Unrolling with Cooperative Prior Architecture Search for Low-light Image Enhancement
2020/12/10 by Risheng Liu, Liu, Risheng, Long Ma +7 · 27 citations
Computer Science · Engineering · #Image Enhancement Techniques #Advanced Image Processing Techniques #Advanced Image Fusion Techniques
- Linearized Alternating Direction Method with Adaptive Penalty for Low-Rank Representation
2011/09/02 by Zhouchen Lin, Risheng Liu, Lin, Zhouchen +3 · 20 citations
Computer Science · Engineering · #Direction-of-Arrival Estimation Techniques #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Synthetic Aperture Radar (SAR) Applications and Techniques
- Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation
2023/08/04 by Jinyuan Liu, Zhu Liu, Liu, Jinyuan +13 · 19 citations
Engineering · Computer Science · #Advanced Image Fusion Techniques #Visual Attention and Saliency Detection #Photoacoustic and Ultrasonic Imaging
- Investigating Bi-Level Optimization for Learning and Vision from a Unified Perspective: A Survey and Beyond
2021/01/27 by Risheng Liu, Liu, Risheng, Jiaxin Gao +7 · 11 citations
Engineering · Decision Sciences · Mathematics · #Sparse and Compressive Sensing Techniques #Advanced Bandit Algorithms Research #Advanced Optimization Algorithms Research
- Unsupervised Misaligned Infrared and Visible Image Fusion via Cross-Modality Image Generation and Registration
2022/05/24 by Di Wang, Wang, Di, Jinyuan Liu +5 · 10 citations
Engineering · Medicine · #Advanced Image Fusion Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Infrared Thermography in Medicine #Photoacoustic and Ultrasonic Imaging
- A Generic First-Order Algorithmic Framework for Bi-Level Programming Beyond Lower-Level Singleton
2020/06/07 by Risheng Liu, Pan Mu, Liu, Risheng +7 · 8 citations
Engineering · Mathematics · Computer Science · #Sparse and Compressive Sensing Techniques #Advanced Optimization Algorithms Research #Stochastic Gradient Optimization Techniques
- Real-world Underwater Enhancement: Challenges, Benchmarks, and Solutions
2019/01/15 by Liu, Risheng, Fan, Xin, Zhu, Ming +2 · 5 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- A Value-Function-based Interior-point Method for Non-convex Bi-level Optimization
2021/06/15 by Risheng Liu, Xuan Liu, Liu, Risheng +7 · 6 citations
Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Towards Gradient-based Bilevel Optimization with Non-convex Followers and Beyond
2021/10/01 by Liu, Risheng, Liu, Yaohua, Zeng, Shangzhi +1 · 6 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- A Task-guided, Implicitly-searched and Meta-initialized Deep Model for Image Fusion
2023/05/25 by Risheng Liu, Liu, Risheng, Zhu Liu +7 · 8 citations
Computer Science · Engineering · #Advanced Image Fusion Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Remote-Sensing Image Classification #Visual Attention and Saliency Detection
- Infrared and Visible Image Fusion: From Data Compatibility to Task Adaption
2025/01/18 by Jinyuan Liu, Liu, Jinyuan, Guanyao Wu +15 · 17 citations
Engineering · #Advanced Image Fusion Techniques
- An Interactively Reinforced Paradigm for Joint Infrared-Visible Image Fusion and Saliency Object Detection
2023/05/17 by Di Wang, Jinyuan Liu, Wang, Di +5 · 6 citations
Engineering · Computer Science · #Advanced Image Fusion Techniques #Visual Attention and Saliency Detection #Infrared Target Detection Methodologies
- Improving Misaligned Multi-modality Image Fusion with One-stage Progressive Dense Registration
2023/08/22 by Di Wang, Wang, Di, Jinyuan Liu +7 · 5 citations
Engineering · Computer Science · #Advanced Image Fusion Techniques #Photoacoustic and Ultrasonic Imaging #Medical Image Segmentation Techniques
- Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond
2025/03/03 by Guanyao Wu, Haoyu Liu, Wu, Guanyao +11 · 10 citations
Computer Science · Earth and Planetary Sciences · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hydrocarbon exploration and reservoir analysis #Image Processing and 3D Reconstruction #Seismic Imaging and Inversion Techniques
- DCEvo: Discriminative Cross-Dimensional Evolutionary Learning for Infrared and Visible Image Fusion
2025/03/22 by Liu, Jinyuan, Zhang, Bowei, Mei, Qingyun +6 · 10 citations
#68T45 #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #I.4.3
- Learning Aggregated Transmission Propagation Networks for Haze Removal and Beyond
2017/11/18 by Liu, Risheng, Fan, Xin, Hou, Minjun +3 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Averaged Method of Multipliers for Bi-Level Optimization without Lower-Level Strong Convexity
2023/02/07 by Liu, Risheng, Liu, Yaohua, Yao, Wei +2 · 3 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Bi-level Dynamic Learning for Jointly Multi-modality Image Fusion and Beyond
2023/05/11 by Liu, Zhu, Liu, Jinyuan, Wu, Guanyao +3 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Bilevel Fast Scene Adaptation for Low-Light Image Enhancement
2023/06/02 by Ma, Long, Jin, Dian, An, Nan +3 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Hybrid-Supervised Dual-Search: Leveraging Automatic Learning for Loss-free Multi-Exposure Image Fusion
2023/09/03 by Wu, Guanyao, Fu, Hongming, Liu, Jinyuan +3 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- PAIF: Perception-Aware Infrared-Visible Image Fusion for Attack-Tolerant Semantic Segmentation
2023/08/08 by Zhu Liu, Liu, Zhu, Jinyuan Liu +9 · 3 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Value-Function-based Sequential Minimization for Bi-level Optimization
2021/10/11 by Risheng Liu, Liu, Risheng, Xuan Liu +7 · 2 citations
Engineering · Computer Science · Mathematics · #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Advanced Optimization Algorithms Research
- From Text to Pixels: A Context-Aware Semantic Synergy Solution for Infrared and Visible Image Fusion
2023/12/31 by Li, Xingyuan, Zou, Yang, Liu, Jinyuan +4 · 3 citations
#68T45 #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #I.4.3
- Solving Principal Component Pursuit in Linear Time via l1 Filtering
2011/08/26 by Risheng Liu, Liu, Risheng, Zhouchen Lin +5 · 1 citation
Engineering · Computer Science · #Sparse and Compressive Sensing Techniques #Blind Source Separation Techniques #Advanced SAR Imaging Techniques
- Hierarchical Optimization-Derived Learning
2023/02/11 by Risheng Liu, Xuan Liu, Liu, Risheng +7 · 2 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Video Surveillance and Tracking Methods
- Towards Robust Image Stitching: An Adaptive Resistance Learning against Compatible Attacks
2024/02/25 by Zhiying Jiang, Jiang, Zhiying, X. Rong Li +7 · 3 citations
Computer Science · #Face recognition and analysis #Generative Adversarial Networks and Image Synthesis #Human Pose and Action Recognition
- Searching a Compact Architecture for Robust Multi-Exposure Image Fusion
2023/05/20 by Liu, Zhu, Liu, Jinyuan, Wu, Guanyao +3 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- On the Convergence of Learning-based Iterative Methods for Nonconvex Inverse Problems
2018/08/16 by Risheng Liu, Liu, Risheng, Shichao Cheng +9 · 1 citation
Computer Science · Engineering · #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Photoacoustic and Ultrasonic Imaging #Sparse and Compressive Sensing Techniques
- Moreau Envelope for Nonconvex Bi-Level Optimization: A Single-loop and Hessian-free Solution Strategy
2024/05/16 by Risheng Liu, Liu, Risheng, Zhu Liu +7 · 3 citations
Computer Science · Mathematics · #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Optimization and Variational Analysis #Stochastic Gradient Optimization Techniques
- Exploiting Local Feature Patterns for Unsupervised Domain Adaptation
2018/11/12 by Wen, Jun, Liu, Risheng, Zheng, Nenggan +3 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Fixed-Rank Representation for Unsupervised Visual Learning
2012/03/09 by Risheng Liu, Liu, Risheng, Zhouchen Lin +5 · 1 citation
Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Face and Expression Recognition #Numerical Analysis (math.NA) #Remote-Sensing Image Classification #Sparse and Compressive Sensing Techniques
- BOML: A Modularized Bilevel Optimization Library in Python for Meta Learning
2020/09/28 by Yaohua Liu, Liu, Yaohua, Risheng Liu +1 · 1 citation
Computer Science · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #Advanced Neural Network Applications
- Multi-Spectral Image Stitching via Spatial Graph Reasoning
2023/07/31 by Zhiying Jiang, Jiang, Zhiying, Zengxi Zhang +7 · 2 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Visual Attention and Saliency Detection
- HUPE: Heuristic Underwater Perceptual Enhancement with Semantic Collaborative Learning
2024/11/27 by Zengxi Zhang, Zhang, Zengxi, Zhiying Jiang +9 · 2 citations
Computer Science · Engineering · Earth and Planetary Sciences · #Image Enhancement Techniques #Underwater Vehicles and Communication Systems #Underwater Acoustics Research
- Breaking Modality Disparity: Harmonized Representation for Infrared and Visible Image Registration
2023/04/12 by Jiang, Zhiying, Zhang, Zengxi, Liu, Jinyuan +2 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Joint Perceptual Learning for Enhancement and Object Detection in Underwater Scenarios
2023/07/07 by Fu, Chenping, Yuan, Wanqi, Xiao, Jiewen +2 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Trash to Treasure: Low-Light Object Detection via Decomposition-and-Aggregation
2023/09/07 by Xiaohan Cui, Long Ma, Cui, Xiaohan +9 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Visual Attention and Saliency Detection
- Learning with Constraint Learning: New Perspective, Solution Strategy and Various Applications
2023/07/28 by Liu, Risheng, Gao, Jiaxin, Liu, Xuan +1 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- DEAL: Data-Efficient Adversarial Learning for High-Quality Infrared Imaging
2025/03/02 by Zhu Liu, Liu, Zhu, Zijun Wang +9 · 2 citations
Engineering · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Processing Techniques and Applications #Infrared Target Detection Methodologies #Infrared Thermography in Medicine