AMiner平台由清华大学计算机系研发,拥有我国完全自主知识产权。平台包含了超过2.3亿学术论文/专利和1.36亿学者的科技图谱,提供学者评价、专家发现、智能指派、学术地图等科技情报专业化服务。系统2006年上线,吸引了全球220个国家/地区1000多万独立IP访问,数据下载量230万次,年度访问量超过1100万,成为学术搜索和社会网络挖掘研究的重要数据和实验平台。
AMiner平台:https://www.aminer.cn/
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
