Image blending(提升畫質(zhì))
CVPR 2017 的? GP-GAN: Towards Realistic High-Resolution Image Blending[Paper][Code]
Image Inpainting
1.?CVPR 2016的Context-Encoders(CNN+GAN,?鼻祖級的?NN修復(fù)方法)
鏈接:?Feature Learning by Inpainting;
Github代碼:pathak22/context-encoder?github.com
2.?CVPR 2017的High Resolution Inpainting(Context-Encoders+CNNMRF)
鏈接:?High-Resolution Image Inpainting using Multi-Scale Neural Patch Synthesis;
Github代碼:?leehomyc/Faster-High-Res-Neural-Inpainting?github.com
3.CVPR 2017的? Semantic Image Inpainting with Perceptual and Contextual Losses
4.?ICCV 2017的on demanding learning(感覺也是Context-Encoders的衍生版...)
?鏈接:On-Demand Learning for Deep Image Restoration
Github代碼:rhgao/on-demand-learning?github.com
5.?SIGGRAPH 2017 (ACM ToG)的Globally and Locally Consistent Image Completion
(CE中加入Global+Local兩個判別器的改進(jìn))趣苏,?
Github代碼:https://github.com/satoshiiizuka/siggraph2017_inpainting?github.com
6.?ICLR 2018的New AI Imaging Technique Reconstructs Photos with Realistic Results
Image Inpainting for Irregular Holes UsingPartial Convolutions?
號稱秒殺PS的AI圖像修復(fù)神器狡相,來自于Nvidia 研究團(tuán)隊(duì)。引入了局部卷積拦键,能夠修復(fù)任意非中心谣光、不規(guī)則區(qū)域),代碼還沒有放出來
論文地址:[1804.07723] Image Inpainting for Irregular Holes Using Partial Convolutions?arxiv.org
7.?CVPR 2018的Generative Image Inpainting with Contextual Attention芬为,
一作大佬jiahui Yu?后續(xù)還有個工作:?Free-Form Image Inpainting with Gated Convolution,
?Github代碼:JiahuiYu/generative_inpainting?github.com
8.?ECCV 2018?哈工大左孟旺老師的深度特征重排的圖像修復(fù)Shift-Net: Image Inpainting via Deep Feature Rearrangement
9.Deep image prior
項(xiàng)目主頁:https://dmitryulyanov.github.io/deep_image_prior
適用場景:
1)難以建模圖像退化過程
2)難以得到訓(xùn)練圖像進(jìn)行監(jiān)督訓(xùn)練
10.ECCV 2018的Contextual-based Image Inpainting萄金,inpainting大佬Chao Yang(NPS的一作)等人的又一力作:Contextual-based Image Inpainting?arxiv.org
11.CVPR 2017 的 人臉生成?Generative face completion
13. CVPR2017 的? Semantic Image Inpainting with Perceptual and Contextual Losses
參考鏈接:
1.https://www.zhihu.com/question/56801298
2.https://blog.csdn.net/muyiyushan/article/details/79093806
3.https://blog.csdn.net/gavinmiaoc/article/details/80802967
4.https://www.52cv.net/?p=315
5.https://github.com/learn2Pro/Learn4xy#image-inpainting