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InsCLR: Improving Instance Retrieval with Self-Supervision
[article]
2021
arXiv
pre-print
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This work aims at improving instance retrieval with self-supervision. ...
We find that fine-tuning using the recently developed self-supervised (SSL) learning methods, such as SimCLR and MoCo, fails to improve the performance of instance retrieval. ...
Bottom: the performance of instance retrieval on ROxf (medium protocol), with a number of self-supervised learning methods, including SimCLR, MoCov2, PCL, SwAV and our InsCLR. ...
arXiv:2112.01390v1
fatcat:m5qlpckxjrdrlp4vdkp5hfjf64