NeurIPS 2020|图像处理(超分、去噪等)、底层视觉相关论文汇总

it2026-08-14  7

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NeurIPS,全称神经信息处理系统大会(Conference and Workshop on Neural Information Processing Systems), 是机器学习领域的顶级会议,会议固定在每年的12月举行 。NeurIPS2020提交数再次创新高,与去年相比增加了38%,共计达到9454篇,总接收1900篇,其中谷歌以202篇傲视群雄,清华大学64篇。论文接收率20.09%较去年有所下降。

根据AMiner-NeurIPS 2020词云图,小脉发现Reinforcement Learning、Neural Network、Graph Neural Network、Deep Neural Network等都是今年比较火的Topic,不管是投稿量还是论文接受率都较高。 本文是知乎用户lam lau整理的NeurIPS2020底层视觉(Low-Level Vision)相关的一些论文。欢迎大家收藏!

超分辨率 1.论文标题:LAPAR: Linearly-Assembled Pixel-Adaptive Regression Network for Single Image Super-resolution and Beyond

论文作者:Wenbo Li (Chinese University of Hong Kong) · Kun Zhou (Shenzhen SmartMore Technology Co., Ltd.) · Lu Qi (The Chinese University of Hong Kong) · Nianjuan Jiang (Shenzhen SmartMore Technology Co., Ltd.) · Jiangbo Lu (Shenzhen SmartMore Technology Co., Ltd.) · Jiaya Jia (CUHK)

论文链接:https://www.aminer.cn/pub/5f7fdd328de39f08283979ec?conf=neurips2020

2.论文标题:Cross-scale Internal Graph Convolution Network for Image Super-Resolution

论文作者:Shangchen Zhou (Nanyang Technological University) · Jiawei Zhang (Sensetime Research) · Wangmeng Zuo (Harbin Institute of Technology) · Chen Change Loy (Nanyang Technological University)

论文链接:https://www.aminer.cn/pub/5f7fdd328de39f0828397a49?conf=neurips2020

3.论文标题:Unfolding the Alternating Optimization for Blind Super Resolution

论文作者:zhengxiong luo (中国科学院自动化所) · Yan Huang (CRIPAC, CASIA) · Shang Li (CASIA) · Liang Wang (NLPR, China) · Tieniu Tan (Chinese Academy of Sciences)

论文链接:https://www.aminer.cn/pub/5f7d959391e011346ad27e60?conf=neurips2020

图像去模糊 1.论文标题:Deep Wiener Deconvolution: Wiener Meets Deep Learning for Image Deblurring

论文作者:Jiangxin Dong (Max Planck Institute for Informatics) · Stefan Roth (TU Darmstadt) · Bernt Schiele (Max Planck Institute for Informatics)

论文链接:https://www.aminer.cn/pub/5f7fdd328de39f0828397a10?conf=neurips2020

去噪 1.论文标题:Noise2Same: Optimizing A Self-Supervised Bound for Image Denoising

论文作者:Yaochen Xie (Texas A&M University) · Zhengyang Wang (Texas A&M University) · Shuiwang Ji (Texas A&M University)

论文链接:https://www.aminer.cn/pub/5f7fdd328de39f0828397aa0?conf=neurips2020

2.论文标题:Patch2Self: Denoising Diffusion MRI with Self-Supervised Learning

论文作者:Shreyas Fadnavis (Indiana University Bloomington) · Joshua Batson (CZ Biohub) · Eleftherios Garyfallidis (Indiana University)

论文链接:https://www.aminer.cn/pub/5f7fdd328de39f0828397e2d?conf=neurips2020

这篇是医疗图像的…

图像恢复 1.论文标题:Neural Sparse Representation for Image Restoration

论文作者:Yuchen Fan (University of Illinois at Urbana-Champaign) · Jiahui Yu (UIUC) · Yiqun Mei (University of Illinois) · Yulun Zhang (Northeastern University) · Yun Fu (Northeastern University) · Ding Liu (Bytedance AI Lab) · Thomas Huang (University of Illinois)

论文链接:https://www.aminer.cn/pub/5edf5dd891e011bc656dee3c?conf=neurips2020

这篇题目很有意思啊,二作还是做inpainting的yujiahui大佬…

2.论文标题:CLEARER: Multi-Scale Neural Architecture Search for Image Restoration

论文作者:Yuanbiao Gou (College of Computer Science, Sichuan University) · Boyun Li (College of Computer Science, Sichuan University) · Zitao Liu (TAL AI Lab) · Songfan Yang (TAL AI Lab) · Xi Peng (Institute for Infocomm, Research Agency for Science, Technology and Research (A*STAR) Singapore)

论文链接:https://www.aminer.cn/pub/5f7fdd328de39f0828397cc6?conf=neurips2020

图像编辑 1.论文标题:Lightweight Generative Adversarial Networks for Text-Guided Image Manipulation

论文作者:Bowen Li (University of Oxford) · Xiaojuan Qi (The University of Hong Kong) · Philip Torr (University of Oxford) · Thomas Lukasiewicz (University of Oxford)

论文链接:https://www.aminer.cn/pub/5f7fdd328de39f08283979ef?conf=neurips2020

2.论文标题:Swapping Autoencoder for Deep Image Manipulation

论文作者:Taesung Park (UC Berkeley) · Jun-Yan Zhu (Adobe, CMU) · Oliver Wang (Adobe Research) · Jingwan Lu (Adobe Research) · Eli Shechtman (Adobe Research, US) · Alexei Efros (UC Berkeley) · Richard Zhang (Adobe)

论文链接:https://www.aminer.cn/pub/5efdbed591e01191d3d283ef?conf=neurips2020

图像生成/GAN 1.论文标题:Few-shot Image Generation via Self-Adaptation

论文作者:Yijun Li (Adobe Research) · Richard Zhang (Adobe) · Jingwan (Cynthia) Lu (Adobe Research) · Eli Shechtman (Adobe Research, US)

论文链接:https://www.aminer.cn/pub/5f7fdd328de39f082839799c?conf=neurips2020

2.论文标题:Denoising Diffusion Probabilistic Models

论文作者:Jonathan Ho (UC Berkeley) · Ajay Jain (UC Berkeley) · Pieter Abbeel (UC Berkeley & covariant.ai)

论文链接:https://www.aminer.cn/pub/5ef0816891e0112aee042b88?conf=neurips2020

3.论文标题:DeepI2I: Enabling Deep Hierarchical Image-to-Image Translation by Transferring from GANs

论文作者:yaxing wang (Centre de Visió per Computador (CVC)) · Lu Yu (computer vision center, UAB) · Joost van de Weijer (Computer Vision Center Barcelona)

论文链接:https://www.aminer.cn/pub/5f7fdd328de39f0828397b7c?conf=neurips2020

HDR 1.论文标题:UnModNet: Learning to Unwrap a Modulo Image for High Dynamic Range Imaging

论文作者:Chu Zhou (Peking University) · Hang Zhao (MIT) · Jin Han (Peking University) · Chang Xu (University of Sydney) · Chao Xu (Peking University) · Tiejun Huang (Peking University) · Boxin Shi (Peking University)

论文链接:https://www.aminer.cn/pub/5f7fdd328de39f0828397b02/?conf=neurips2020

文章来源:https://zhuanlan.zhihu.com/p/265979104

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