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

Dec 10, 2020
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

Dec 10, 2020
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

Apr 30, 2020
Risheng Liu, Zi Li, Yuxi Zhang, Chenying Zhao, Hao Huang, Zhongxuan Luo, Xin Fan


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UDD: An Underwater Open-sea Farm Object Detection Dataset for Underwater Robot Picking

Mar 03, 2020
Zhihui Wang, Chongwei Liu, Shijie Wang, Tao Tang, Yulong Tao, Caifei Yang, Haojie Li, Xing Liu, Xin Fan

* 10 pages, 9 figures 

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Converged Deep Framework Assembling Principled Modules for CS-MRI

Oct 29, 2019
Risheng Liu, Yuxi Zhang, Shichao Cheng, Zhongxuan Luo, Xin Fan


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Investigating Task-driven Latent Feasibility for Nonconvex Image Modeling

Oct 18, 2019
Risheng Liu, Pan Mu, Jian Chen, Xin Fan, Zhongxuan Luo

* 11 pages 

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Position Focused Attention Network for Image-Text Matching

Jul 23, 2019
Yaxiong Wang, Hao Yang, Xueming Qian, Lin Ma, Jing Lu, Biao Li, Xin Fan

* Accepted by IJCAI 2019 

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Underexposed Image Correction via Hybrid Priors Navigated Deep Propagation

Jul 17, 2019
Risheng Liu, Long Ma, Yuxi Zhang, Xin Fan, Zhongxuan Luo

* Submitted to IEEE Transactions on Neural Networks and Learning Systems (TNNLS). Project page: http://dutmedia.org/HPNDP/ 

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Real-world Underwater Enhancement: Challenging, Benchmark and Efficient Solutions

Jan 15, 2019
Risheng Liu, Minjun Hou, Xin Fan, Zhongxuan Luo

* arXiv admin note: text overlap with arXiv:1712.04143 by other authors 

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The Graph-based Broad Behavior-Aware Recommendation System for Interactive News

Nov 30, 2018
Mingyuan Ma, Sen Na, Cong Xu, Xin Fan

* 13 pages 

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A Theoretically Guaranteed Deep Optimization Framework for Robust Compressive Sensing MRI

Nov 13, 2018
Risheng Liu, Yuxi Zhang, Shichao Cheng, Xin Fan, Zhongxuan Luo


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On the Convergence of Learning-based Iterative Methods for Nonconvex Inverse Problems

Aug 16, 2018
Risheng Liu, Shichao Cheng, Yi He, Xin Fan, Zhouchen Lin, Zhongxuan Luo


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Learning Aggregated Transmission Propagation Networks for Haze Removal and Beyond

Jul 31, 2018
Risheng Liu, Xin Fan, Minjun Hou, Zhiying Jiang, Zhongxuan Luo, Lei Zhang


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Learning Collaborative Generation Correction Modules for Blind Image Deblurring and Beyond

Jul 31, 2018
Risheng Liu, Yi He, Shichao Cheng, Xin Fan, Zhongxuan Luo


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Toward Designing Convergent Deep Operator Splitting Methods for Task-specific Nonconvex Optimization

Apr 28, 2018
Risheng Liu, Shichao Cheng, Yi He, Xin Fan, Zhongxuan Luo


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Proximal Alternating Direction Network: A Globally Converged Deep Unrolling Framework

Dec 15, 2017
Risheng Liu, Xin Fan, Shichao Cheng, Xiangyu Wang, Zhongxuan Luo


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Self-Reinforced Cascaded Regression for Face Alignment

Nov 23, 2017
Xin Fan, Risheng Liu, Kang Huyan, Yuyao Feng, Zhongxuan Luo

* 8 pages, 11 figures, AAAI 18 

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Sequential Dual Deep Learning with Shape and Texture Features for Sketch Recognition

Aug 09, 2017
Qi Jia, Meiyu Yu, Xin Fan, Haojie Li

* 8 pages, 8 figures 

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Mining Functional Modules by Multiview-NMF of Phenome-Genome Association

May 11, 2017
YaoGong Zhang, YingJie Xu, Xin Fan, YuXiang Hong, Jiahui Liu, ZhiCheng He, YaLou Huang, MaoQiang Xie


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A Fast Ellipse Detector Using Projective Invariant Pruning

Aug 26, 2016
Qi Jia, Xin Fan, Zhongxuan Luo, Lianbo Song, Tie Qiu

* 14 pages, 34 figures, journal 

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