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Striving for Faster and Better: A One-Layer Architecture with Auto Re-parameterization for Low-Light Image Enhancement

IEEE Transactions on Circuits and Systems for Video Technology
2025 | Journal article
DOI: 10.1109/TCSVT.2025.3547029
Contributors: Nan An; Long Ma; Guangchao Han; Xin Fan; Risheng Liu
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Infrared and Visible Image Fusion: From Data Compatibility to Task Adaption

IEEE Transactions on Pattern Analysis and Machine Intelligence
2025-04 | Journal article
DOI: 10.1109/TPAMI.2024.3521416
Contributors: Jinyuan Liu; Guanyao Wu; Zhu Liu; Di Wang; Zhiying Jiang; Long Ma; Wei Zhong; Xin Fan; Risheng Liu
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ASF-Net: Robust video deraining via temporal alignment and online adaptive learning

Pattern Recognition
2025-02 | Journal article
DOI: 10.1016/j.patcog.2024.110973
Contributors: Xinwei Xue; Jia He; Long Ma; Xiangyu Meng; Wenlin Li; Risheng Liu
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DRNet: Learning a dynamic recursion network for chaotic rain streak removal

Pattern Recognition
2025-02 | Journal article
DOI: 10.1016/j.patcog.2024.111004
Contributors: Zhiying Jiang; Risheng Liu; Shuzhou Yang; Zengxi Zhang; Xin Fan
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HUPE: Heuristic Underwater Perceptual Enhancement with Semantic Collaborative Learning

International Journal of Computer Vision
2025-01-04 | Journal article
DOI: 10.1007/s11263-024-02318-x
Contributors: Zengxi Zhang; Zhiying Jiang; Long Ma; Jinyuan Liu; Xin Fan; Risheng Liu
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A Dual-Stream-Modulated Learning Framework for Illuminating and Super-Resolving Ultra-Dark Images

IEEE Transactions on Neural Networks and Learning Systems
2024 | Journal article
DOI: 10.1109/TNNLS.2024.3409056
Contributors: Jiaxin Gao; Ziyu Yue; Yaohua Liu; Sihan Xie; Xin Fan; Risheng Liu
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Bridging the Gap Between Haze Scenarios: A Unified Image Dehazing Model

IEEE Transactions on Circuits and Systems for Video Technology
2024 | Journal article
DOI: 10.1109/TCSVT.2024.3414677
Contributors: Yuxin Feng; Zhuo Su; Long Ma; Xin Li; Risheng Liu; Fan Zhou
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Learning Cruxes to Push for Object Detection in Low-Quality Images

IEEE Transactions on Circuits and Systems for Video Technology
2024 | Journal article
DOI: 10.1109/TCSVT.2024.3432580
Contributors: Chenping Fu; Jiewen Xiao; Wanqi Yuan; Risheng Liu; Xin Fan
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Learning Deep Scene Curve for Fast and Robust Underwater Image Enhancement

IEEE Signal Processing Letters
2024 | Journal article
DOI: 10.1109/LSP.2023.3338055
Contributors: Xinwei Xue; Tianjiao Ma; Yidong Han; Long Ma; Risheng Liu
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Learning to Search a Lightweight Generalized Network for Medical Image Fusion

IEEE Transactions on Circuits and Systems for Video Technology
2024 | Journal article
DOI: 10.1109/TCSVT.2023.3342808
Contributors: Pan Mu; Guanyao Wu; Jinyuan Liu; Yuduo Zhang; Xin Fan; Risheng Liu
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Multiscale Synergism Ensemble Progressive and Contrastive Investigation for Image Restoration

IEEE Transactions on Instrumentation and Measurement
2024 | Journal article
DOI: 10.1109/TIM.2023.3343823
Contributors: Zhiying Jiang; Shuzhou Yang; Jinyuan Liu; Xin Fan; Risheng Liu
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Multispectral Image Stitching via Global-Aware Quadrature Pyramid Regression

IEEE Transactions on Image Processing
2024 | Journal article
DOI: 10.1109/TIP.2024.3430532
Contributors: Zhiying Jiang; Zengxi Zhang; Jinyuan Liu; Xin Fan; Risheng Liu
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Searching a Compact Architecture for Robust Multi-Exposure Image Fusion

IEEE Transactions on Circuits and Systems for Video Technology
2024 | Journal article
DOI: 10.1109/TCSVT.2024.3351933
Contributors: Zhu Liu; Jinyuan Liu; Guanyao Wu; Zihang Chen; Xin Fan; Risheng Liu
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Advancing Real-World Image Dehazing: Perspective, Modules, and Training

IEEE Transactions on Pattern Analysis and Machine Intelligence
2024-12 | Journal article
DOI: 10.1109/TPAMI.2024.3416731
Contributors: Yuxin Feng; Long Ma; Xiaozhe Meng; Fan Zhou; Risheng Liu; Zhuo Su
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Improving Misaligned Multi-Modality Image Fusion With One-Stage Progressive Dense Registration

IEEE Transactions on Circuits and Systems for Video Technology
2024-11 | Journal article
DOI: 10.1109/TCSVT.2024.3412743
Contributors: Di Wang; Jinyuan Liu; Long Ma; Risheng Liu; Xin Fan
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A Task-Guided, Implicitly-Searched and Meta-Initialized Deep Model for Image Fusion

IEEE Transactions on Pattern Analysis and Machine Intelligence
2024-10 | Journal article
DOI: 10.1109/TPAMI.2024.3382308
Contributors: Risheng Liu; Zhu Liu; Jinyuan Liu; Xin Fan; Zhongxuan Luo
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Collaborative brightening and amplification of low-light imagery via bi-level adversarial learning

Pattern Recognition
2024-10 | Journal article
DOI: 10.1016/j.patcog.2024.110558
Contributors: Jiaxin Gao; Yaohua Liu; Ziyu Yue; Xin Fan; Risheng Liu
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Learning With Constraint Learning: New Perspective, Solution Strategy and Various Applications

IEEE Transactions on Pattern Analysis and Machine Intelligence
2024-07 | Journal article
DOI: 10.1109/TPAMI.2024.3364157
Contributors: Risheng Liu; Jiaxin Gao; Xuan Liu; Xin Fan
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Bilevel optimization for automated machine learning: a new perspective on framework and algorithm

National Science Review
2024-07-12 | Journal article
DOI: 10.1093/nsr/nwad292
Contributors: Risheng Liu; Zhouchen Lin
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Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective Functions

IEEE Transactions on Image Processing
2023 | Journal article
DOI: 10.1109/TIP.2023.3307215
Contributors: Xin Fan; Zi Li; Ziyang Li; Xiaolin Wang; Risheng Liu; Zhongxuan Luo; Hao Huang
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Breaking Free From Fusion Rule: A Fully Semantic-Driven Infrared and Visible Image Fusion

IEEE Signal Processing Letters
2023 | Journal article
DOI: 10.1109/LSP.2023.3266980
Contributors: Yuhui Wu; Zhu Liu; Jinyuan Liu; Xin Fan; Risheng Liu
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Hierarchical Optimization-Derived Learning

IEEE Transactions on Pattern Analysis and Machine Intelligence
2023 | Journal article
DOI: 10.1109/TPAMI.2023.3315333
Contributors: Risheng Liu; Xuan Liu; Shangzhi Zeng; Jin Zhang; Yixuan Zhang
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Learning Heavily-Degraded Prior for Underwater Object Detection

IEEE Transactions on Circuits and Systems for Video Technology
2023 | Journal article
DOI: 10.1109/TCSVT.2023.3271644
Contributors: Chenping Fu; Xin Fan; Jiewen Xiao; Wanqi Yuan; Risheng Liu; Zhongxuan Luo
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Low-Light Image Enhancement via Self-Reinforced Retinex Projection Model

IEEE Transactions on Multimedia
2023 | Journal article
DOI: 10.1109/TMM.2022.3162493
Contributors: Long Ma; Risheng Liu; Yiyang Wang; Xin Fan; Zhongxuan Luo
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Crossref

Optimization-Inspired Learning With Architecture Augmentations and Control Mechanisms for Low-Level Vision

IEEE Transactions on Image Processing
2023 | Journal article
DOI: 10.1109/TIP.2023.3328486
Contributors: Risheng Liu; Zhu Liu; Pan Mu; Xin Fan; Zhongxuan Luo
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Value-Function-Based Sequential Minimization for Bi-Level Optimization

IEEE Transactions on Pattern Analysis and Machine Intelligence
2023 | Journal article
DOI: 10.1109/TPAMI.2023.3303227
Contributors: Risheng Liu; Xuan Liu; Shangzhi Zeng; Jin Zhang; Yixuan Zhang
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Crossref

Publisher Correction: Bilevel modeling investigated generative adversarial framework for image restoration

The Visual Computer
2023-12 | Journal article
DOI: 10.1007/s00371-022-02713-w
Contributors: Zhiying Jiang; Zengxi Zhang; Yiyao Yu; Risheng Liu
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Bilevel modeling investigated generative adversarial framework for image restoration

The Visual Computer
2023-11 | Journal article
DOI: 10.1007/s00371-022-02681-1
Contributors: Zhiying Jiang; Zengxi Zhang; Yiyao Yu; Risheng Liu
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Bilevel Generative Learning for Low-Light Vision

2023-10-26 | Conference paper
DOI: 10.1145/3581783.3611859
Contributors: Yingchi Liu; Zhu Liu; Long Ma; Jinyuan Liu; Xin Fan; Zhongxuan Luo; Risheng Liu
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Fearless Luminance Adaptation: A Macro-Micro-Hierarchical Transformer for Exposure Correction

2023-10-26 | Conference paper
DOI: 10.1145/3581783.3612436
Contributors: Gehui Li; Jinyuan Liu; Long Ma; Zhiying Jiang; Xin Fan; Risheng Liu
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Multi-Spectral Image Stitching via Spatial Graph Reasoning

2023-10-26 | Conference paper
DOI: 10.1145/3581783.3612005
Contributors: Zhiying Jiang; Zengxi Zhang; Jinyuan Liu; Xin Fan; Risheng Liu
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PAIF: Perception-Aware Infrared-Visible Image Fusion for Attack-Tolerant Semantic Segmentation

2023-10-26 | Conference paper
DOI: 10.1145/3581783.3611928
Contributors: Zhu Liu; Jinyuan Liu; Benzhuang Zhang; Long Ma; Xin Fan; Risheng Liu
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PEARL: Preprocessing Enhanced Adversarial Robust Learning of Image Deraining for Semantic Segmentation

2023-10-26 | Conference paper
DOI: 10.1145/3581783.3612164
Contributors: Xianghao Jiao; Yaohua Liu; Jiaxin Gao; Xinyuan Chu; Xin Fan; Risheng Liu
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WaterFlow: Heuristic Normalizing Flow for Underwater Image Enhancement and Beyond

2023-10-26 | Conference paper
DOI: 10.1145/3581783.3611727
Contributors: ZengXi Zhang; Zhiying Jiang; Jinyuan Liu; Xin Fan; Risheng Liu
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Enhancing Visual Understanding by Removing Dithering with Global and Self-Conditioned Transformation

2023-09-22 | Conference paper
DOI: 10.1145/3615522.3615549
Contributors: Yifei Huang; Chenhui Li; Risheng Liu; Tianyi Liang; Changbo Wang
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Crossref

Investigating intrinsic degradation factors by multi-branch aggregation for real-world underwater image enhancement

Pattern Recognition
2023-01 | Journal article
DOI: 10.1016/j.patcog.2022.109041
Contributors: Xinwei Xue; Zexuan Li; Long Ma; Qi Jia; Risheng Liu; Xin Fan
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Crossref

A General Descent Aggregation Framework for Gradient-Based Bi-Level Optimization

IEEE Transactions on Pattern Analysis and Machine Intelligence
2023-01-01 | Journal article
DOI: 10.1109/TPAMI.2022.3140249
Contributors: Risheng Liu; Pan Mu; Xiaoming Yuan; Shangzhi Zeng; Jin Zhang
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Crossref

Learn to Search a Lightweight Architecture for Target-Aware Infrared and Visible Image Fusion

IEEE Signal Processing Letters
2022 | Journal article
DOI: 10.1109/LSP.2022.3180672
Contributors: Jinyuan Liu; Yuhui Wu; Guanyao Wu; Risheng Liu; Xin Fan
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Crossref

Learning With Nested Scene Modeling and Cooperative Architecture Search for Low-Light Vision

IEEE Transactions on Pattern Analysis and Machine Intelligence
2022 | Journal article
DOI: 10.1109/TPAMI.2022.3212995
Contributors: Risheng Liu; Long Ma; Tengyu Ma; Xin Fan; Zhongxuan Luo
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Task-Oriented Convex Bilevel Optimization With Latent Feasibility

IEEE Transactions on Image Processing
2022 | Journal article
DOI: 10.1109/TIP.2022.3140607
Contributors: Risheng Liu; Long Ma; Xiaoming Yuan; Shangzhi Zeng; Jin Zhang
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Triple-Level Model Inferred Collaborative Network Architecture for Video Deraining

IEEE Transactions on Image Processing
2022 | Journal article
DOI: 10.1109/TIP.2021.3128327
Contributors: Pan Mu; Zhu Liu; Yaohua Liu; Risheng Liu; Xin Fan
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Crossref

Twin Adversarial Contrastive Learning for Underwater Image Enhancement and Beyond

IEEE Transactions on Image Processing
2022 | Journal article
DOI: 10.1109/TIP.2022.3190209
Contributors: Risheng Liu; Zhiying Jiang; Shuzhou Yang; Xin Fan
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Crossref

Global structure-guided learning framework for underwater image enhancement

The Visual Computer
2022-12 | Journal article
DOI: 10.1007/s00371-021-02305-0
Contributors: Runjia Lin; Jinyuan Liu; Risheng Liu; Xin Fan
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Crossref

Investigating Bi-Level Optimization for Learning and Vision From a Unified Perspective: A Survey and Beyond

IEEE Transactions on Pattern Analysis and Machine Intelligence
2022-12-01 | Journal article
DOI: 10.1109/TPAMI.2021.3132674
Contributors: Risheng Liu; Jiaxin Gao; Jin Zhang; Deyu Meng; Zhouchen Lin
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Crossref

Learning Deformable Image Registration From Optimization: Perspective, Modules, Bilevel Training and Beyond

IEEE Transactions on Pattern Analysis and Machine Intelligence
2022-11-01 | Journal article
DOI: 10.1109/TPAMI.2021.3115825
Contributors: Risheng Liu; Zi Li; Xin Fan; Chenying Zhao; Hao Huang; Zhongxuan Luo
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Crossref

Learning Deep Context-Sensitive Decomposition for Low-Light Image Enhancement

IEEE Transactions on Neural Networks and Learning Systems
2022-10 | Journal article
DOI: 10.1109/TNNLS.2021.3071245
Contributors: Long Ma; Risheng Liu; Jiaao Zhang; Xin Fan; Zhongxuan Luo
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Crossref

Target Oriented Perceptual Adversarial Fusion Network for Underwater Image Enhancement

IEEE Transactions on Circuits and Systems for Video Technology
2022-10 | Journal article
DOI: 10.1109/TCSVT.2022.3174817
Contributors: Zhiying Jiang; Zhuoxiao Li; Shuzhou Yang; Xin Fan; Risheng Liu
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Crossref

Attention-Guided Global-Local Adversarial Learning for Detail-Preserving Multi-Exposure Image Fusion

IEEE Transactions on Circuits and Systems for Video Technology
2022-08 | Journal article
DOI: 10.1109/TCSVT.2022.3144455
Contributors: Jinyuan Liu; Jingjie Shang; Risheng Liu; Xin Fan
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Crossref

Underexposed Image Correction via Hybrid Priors Navigated Deep Propagation

IEEE Transactions on Neural Networks and Learning Systems
2022-08 | Journal article
DOI: 10.1109/TNNLS.2021.3052903
Contributors: Risheng Liu; Long Ma; Yuxi Zhang; Xin Fan; Zhongxuan Luo
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Crossref

Learning adaptive hyper-guidance via proxy-based bilevel optimization for image enhancement

The Visual Computer
2022-02-21 | Journal article
DOI: 10.1007/s00371-022-02423-3
Contributors: Jiaxin Gao; Xiaokun Liu; Risheng Liu; Xin Fan
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Peer review (3 reviews for 1 publication/grant)

Review activity for International journal of computer vision. (3)
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