A theory-driven self-labeling refinement method for contrastive representation learning

For an image query, unsupervised contrastive learning labels crops of the same image as positives, and other image crops as negatives. Although intuitive, such a native label assignment strategy cannot reveal the underlying semantic similarity between a query and its positives and negatives, and imp...

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Main Authors: ZHOU, Pan, XIONG, Caiming, YUAN, Xiao-Tong
格式: text
語言:English
出版: Institutional Knowledge at Singapore Management University 2021
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在線閱讀:https://ink.library.smu.edu.sg/sis_research/8989
https://ink.library.smu.edu.sg/context/sis_research/article/9992/viewcontent/2021_NeurIPS_SANE.pdf
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