图像重建/Low-Level Vision相关的资源整理

学者与机构领域相关的期刊/会议资源NAS相关Memory-Efficient Hierarchical Neural Architecture Search for Image Denoising（CVPR2020）AdversarialNAS: Adversarial Neural Architecture Search for GANs（CVPR2020）All in One Bad Weather Removal Using Architectural Search（CVPR2020）AutoGAN: Neural Architecture Search for Generative Adversarial Networks（ICCV2019）Fast, accurate and lightweight super-resolution with neural architecture searchHNAS: Hierarchical Neural Architecture Search for Single Image Super-ResolutionEfficient Residual Dense Block Search for Image Super-Resolution（AAAI2019） GNN相关Cross-Scale Internal Graph Neural Network for Image Super-Resolution（NeurIPS2020） Transformer相关Learning Texture Transformer Network for Image Super-Resolution（CVPR2020） Attention相关Second-order Attention Network for Single Image Super-resolution (CVPR-2019) 光场相关Spatial-Angular Attention Network for Light Field Reconstruction(GaochangWu)Spatial-Angular Interaction for Light Field Image Super-Resolution(ECCV2020)Light Field Spatial Super-Resolution via Deep Combinatorial Geometry Embedding and Structural Consistency Regularization（CVPR2020）Learning Fused Pixel and Feature-Based View Reconstructions for Light Fields（CVPR2020）Attention-based View Selection Networks for Light-field Disparity Estimation（AAAI2020） 全景相关Panoptic-Based Image Synthesis（CVPR2020） Latent space/Latent code相关Bringing Old Photos Back to Life（CVPR2020）Old Photo Restoration via Deep Latent Space Translation（PAMI Under Review）Image Processing Using Multi-Code GAN Prior（CVPR2020） 参考 整理了图像重建或者Low-Level Vision相关的一些自用资源

学者与机构

清华大学宽带网数字媒体技术实验室的Yebin Liu刘烨斌主页：论文居多是视频相关文章，光场相关的文章主要包括，光场图像处理（包括基本概念理论、采集、超分辨率重构、深度估计、压缩、编码、显示和应用）、Light Field Reconstruction Using Deep Convolutional Network on EPI（提供源码）、Light Field Depth Estimation via Epipolar Plane Image Analysis and Locally Linear Embedding、Light Field Editing Based on Reparameterization、Light Field From Micro-baseline Image Pair等等东北大学吴高昌：光场图像处理综述（Light Field Image Processing: An Overview）、Light Field Reconstruction Using Convolutional Network on EPI and Extended Applications,（最新一篇）Spatial-Angular Attention Network for Light Field Reconstruction等

领域相关的期刊/会议

1、IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE（PAMI）2、International Journal of Computer Vision（IJCV）3、IEEE Transactions on Image Processing（TIP）4、ACM Transactions on Graphics （TOG）5、IEEE Transactions on Circuits and Systems for Video Technology（TCSVT）6、IEEE Transactions on Multimedia（TMM）7、IEEE Conference on Computer Vision and Pattern Recognition（CVPR）

资源

Light Field ResourcesA low-level vision paperReading List for 2019 & 2020【本人整理】CVPR2020｜图像重建(超分辨率，图像恢复，去雨，去雾，去模糊，去噪等)相关论文汇总（附论文链接/开源代码/解析）【本人整理】CVPR2020｜立体视觉相关论文汇总（附论文链接/开源代码/解析）

NAS相关

Memory-Efficient Hierarchical Neural Architecture Search for Image Denoising（CVPR2020）

Paper:https://openaccess.thecvf.com/content_CVPR_2020/html/Zhang_Memory-Efficient_Hierarchical_Neural_Architecture_Search_for_Image_Denoising_CVPR_2020_paper.htmlCode:

AdversarialNAS: Adversarial Neural Architecture Search for GANs（CVPR2020）

Paper:https://openaccess.thecvf.com/content_CVPR_2020/html/Gao_AdversarialNAS_Adversarial_Neural_Architecture_Search_for_GANs_CVPR_2020_paper.htmlCode:https://github.com/chengaopro/AdversarialNAS

All in One Bad Weather Removal Using Architectural Search（CVPR2020）

Paper:https://openaccess.thecvf.com/content_CVPR_2020/html/Li_All_in_One_Bad_Weather_Removal_Using_Architectural_Search_CVPR_2020_paper.htmlCode:

AutoGAN: Neural Architecture Search for Generative Adversarial Networks（ICCV2019）

Paper:https://arxiv.org/abs/1908.03835Code：https://github.com/TAMU-VITA/AutoGAN?tdsourcetag=s_pctim_aiomsg

Fast, accurate and lightweight super-resolution with neural architecture search

Paper:https://arxiv.org/abs/1901.07261Code：https://github.com/xiaomi-automl/FALSR

HNAS: Hierarchical Neural Architecture Search for Single Image Super-Resolution

Paper:https://arxiv.org/abs/2003.04619Code：https://github.com/guoyongcs/HNAS-SR &https://github.com/mlvc-lab/SuperResolution-NAS

Efficient Residual Dense Block Search for Image Super-Resolution（AAAI2019）

Paper:https://arxiv.org/pdf/1909.11409.pdfCode:Webpage:https://github.com/huawei-noah/vega/blob/1d88e744d45452cd520442b02ebadbf1a99e41b7/docs/cn/algorithms/esr_ea.md

GNN相关

Cross-Scale Internal Graph Neural Network for Image Super-Resolution（NeurIPS2020）

Paper:https://arxiv.org/abs/2006.16673Code:https://github.com/sczhou/IGNN解析:https://mp.weixin.qq.com/s?__biz=MzIyMjIxNDk3OA==&mid=2651681236&idx=2&sn=5e1e454bd13c0c5cac577776bd39ac3f&chksm=f3c93ff9c4beb6ef7a935523abe6586ddd322db9a0d96d8746e3fd5e6a72e6bf22c2244be255&mpshare=1&scene=23&srcid=0704VghCdYdXa6XN8UqwZs2s&sharer_sharetime=1593838087381&sharer_shareid=e2c873c63ba339b9a32a1bfa460a6ebf#rd

Transformer相关

Learning Texture Transformer Network for Image Super-Resolution（CVPR2020）

Paper:https://arxiv.org/abs/2006.04139Code:https://github.com/researchmm/TTSR

Attention相关

Second-order Attention Network for Single Image Super-resolution (CVPR-2019)

Paper:https://openaccess.thecvf.com/content_CVPR_2019/html/Dai_Second-Order_Attention_Network_for_Single_Image_Super-Resolution_CVPR_2019_paper.htmlCode:https://github.com/daitao/SAN

光场相关

Spatial-Angular Attention Network for Light Field Reconstruction(GaochangWu)

Paper:https://arxiv.org/pdf/2007.02252.pdfCode:https://github.com/GaochangWu/SAANVideo:https://www.bilibili.com/video/av498739331/

Spatial-Angular Interaction for Light Field Image Super-Resolution(ECCV2020)

Paper:https://arxiv.org/pdf/1912.07849.pdfCode:https://github.com/YingqianWang/LF-InterNet解析:ECCV 2020 | 空间-角度信息交互的光场图像超分辨，性能优异代码已开源

Light Field Spatial Super-Resolution via Deep Combinatorial Geometry Embedding and Structural Consistency Regularization（CVPR2020）

Paper：https://arxiv.org/abs/2004.02215Code：https://github.com/jingjin25/LFSSR-ATO

Learning Fused Pixel and Feature-Based View Reconstructions for Light Fields（CVPR2020）

Paper：http://openaccess.thecvf.com/content_CVPR_2020/html/Shi_Learning_Fused_Pixel_and_Feature-Based_View_Reconstructions_for_Light_Fields_CVPR_2020_paper.htmlCode：

Attention-based View Selection Networks for Light-field Disparity Estimation（AAAI2020）

Paper：https://liagm.github.io/pdf/aaai2020_LFattNet_camera_ready.pdfCode：https://github.com/LIAGM/LFattNet

全景相关

Panoptic-Based Image Synthesis（CVPR2020）

Paper：https://openaccess.thecvf.com/content_CVPR_2020/html/Dundar_Panoptic-Based_Image_Synthesis_CVPR_2020_paper.htmlCode：

Latent space/Latent code相关

Bringing Old Photos Back to Life（CVPR2020）

Old Photo Restoration via Deep Latent Space Translation（PAMI Under Review）

Paper： https://arxiv.org/pdf/2004.09484.pdf https://arxiv.org/pdf/2009.07047v1.pdfCode：https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life

Image Processing Using Multi-Code GAN Prior（CVPR2020）

Paper：https://openaccess.thecvf.com/content_CVPR_2020/html/Gu_Image_Processing_Using_Multi-Code_GAN_Prior_CVPR_2020_paper.htmlCode：https://github.com/genforce/mganprior

参考

[1] 光场相关 [2] 光场深度估计（Light Field Depth Estimation）

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