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Toward Fast, Flexible, and Robust Low-Light Image Enhancement



Long Ma , Tengyu Ma , Risheng Liu , Xin Fan , Zhongxuan Luo

* CVPR 2022 (Oral). Project page: https://github.com/vis-opt-group/SCI 

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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

* Accepted by IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022. (Oral) 

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Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective Functions



Zi Li , Ziyang Li , Risheng Liu , Zhongxuan Luo , Xin Fan

* 10 pages 

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



Long Ma , Risheng Liu , Jiaao Zhang , Xin Fan , Zhongxuan Luo

* Accepted by IEEE TNNLS. Code is available at https://github.com/KarelZhang/CSDNet-CSDGAN 

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



Risheng Liu , Long Ma , Tengyu Ma , Xin Fan , Zhongxuan Luo

* Submitted to IEEE TPAMI. Code is available at https://github.com/vis-opt-group/RUAS 

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An Underwater Image Semantic Segmentation Method Focusing on Boundaries and a Real Underwater Scene Semantic Segmentation Dataset



Zhiwei Ma , Haojie Li , Zhihui Wang , Dan Yu , Tianyi Wang , Yingshuang Gu , Xin Fan , Zhongxuan Luo

* 8 pages, 7 figures, accepted by ChinaMM2021 

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Retinex-inspired Unrolling with Cooperative Prior Architecture Search for Low-light Image Enhancement



Risheng Liu , Long Ma , Jiaao Zhang , Xin Fan , Zhongxuan Luo


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Learning Optimization-inspired Image Propagation with Control Mechanisms and Architecture Augmentations for Low-level Vision



Risheng Liu , Zhu Liu , Pan Mu , Zhouchen Lin , Xin Fan , Zhongxuan Luo

* 15 pages 

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A Multi-scale Optimization Learning Framework for Diffeomorphic Deformable Registration



Risheng Liu , Zi Li , Yuxi Zhang , Chenying Zhao , Hao Huang , Zhongxuan Luo , Xin Fan


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Converged Deep Framework Assembling Principled Modules for CS-MRI



Risheng Liu , Yuxi Zhang , Shichao Cheng , Zhongxuan Luo , Xin Fan


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