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InsCLR: Improving Instance Retrieval with Self-Supervision [article]

Zelu Deng, Yujie Zhong, Sheng Guo, Weilin Huang
2021 arXiv   pre-print
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