该方面最为经典的工作是CycleGAN[1]。但在CycleGAN的框架中要求两个域间的数据可以双向转化,这既增大了网络的计算代价有时也过于严格。本文采用了对比学习(Contrastive Learning)的思路,通过最大化图像间对应补丁(patch)上的互信息避免了双向转化,同时也使网络更加关注于纹理细节而不是具体内容。 fig1 非成对自然图像...
2020: Augmented Skeleton Based Contrastive Action Learning with Momentum LSTM for Unsupervised Action Recognition 2020: Deep Robust Clustering by Contrastive Learning 2020: Contrastive Learning for Unpaired Image-to-Image Translation 2020: Demystifying Contrastive Self-Supervised Learning: Invariances, Augmentatio...
Multi-feature contrastive learning for unpaired image-to-image translation ArticleOpen access26 December 2022 Notes 1. Pretrained model fromhttps://github.com/kazuto1011/deeplab-pytorch. References Almahairi, A., Rajeswar, S., Sordoni, A., Bachman, P., Courville, A.: Augmented cyclegan: Learni...
To alleviate the issue, we present background-focused contrastive learning for unpaired image-to-image translation (BFCUT) to improve the background's consistency between real and its generated images. Specifically, we first generate heat maps to explicitly locate the objects ...
This is an implementation ofContrastive Learning for Unpaired Image-to-Image Translationin Tensorflow 2. Contrastive Unpaired Translation(CUT) using a framework based on contrastive learning, the goal is to associate the input and output patches, "query" refers to an output patch, positive and negat...
[论文简析]Contrastive Learning for Unpaired Image-to-Image Translation[2007.15651] 秋刀鱼的炼丹工坊 2219 9 【论文笔记·对比学习】05 Contrastive Learning of Structured World Models 陈小树要一直努力哦 797 0 Contrastive Learning(对比学习详解) 数学家是我理想 8616 66 BYOL-A New Approach to Self-Su...
FFPE++ is unpaired image-to-image translation that corrects histologic artifacts.FFPE++ incorporates contrastive learning to obtain high-quality FFPE image... M Kassab,M Jehanzaib,K Baak,... - 《Medical Image Analysis》 被引量: 0发表: 2024年 Mix-Domain Contrastive Learning for Unpaired H&E-to...
3. Contrastive Learning for Weakly Supervised Phrase Grounding会议:ECCV 2020.作者:Tanmay Gupta, Arash Vahdat, Gal Chechik, Xiaodong Yang, Jan Kautz, Derek Hoiem链接:ecva.net/papers/eccv_204. Contrastive Learning for Unpaired Image-to-Image Translation会议:ECCV 2020.作者:Taesung Park Alexei A. ...
CUT简介 — Contrastive Learning for Unpaired Image-to-Image Translation 转载:https://flashgene.com/archives/153083.html 未完待续。。。
Contrastive Learning for Unpaired Image-to-Image Translation Taesung ParkAlexei A. EfrosRichard ZhangJun Zhu Springer International Publishing eBooks Jan 2020 In image-to-image translation, each patch in the output should reflect the content of the corresponding patch in the input, independent of domai...