Self-supervised learning disentangled group representation as feature

A good visual representation is an inference map from observations (images) to features (vectors) that faithfully reflects the hidden modularized generative factors (semantics). In this paper, we formulate the notion of “good” representation from a group-theoretic view using Higgins’ definition of d...

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Bibliographic Details
Main Authors: WANG, Tan, YUE, Zhongqi, HUANG, Jianqiang, SUN, Qianru, ZHANG, Hanwang
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2021
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Online Access:https://ink.library.smu.edu.sg/sis_research/6227
https://ink.library.smu.edu.sg/context/sis_research/article/7230/viewcontent/NIPS2021_Causal_SSL_final.pdf
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Institution: Singapore Management University
Language: English

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