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Zelu Deng

2 accepted papers

2022

InsCLR: Improving Instance Retrieval with Self-Supervision

AAAI 2022technical

This work aims at improving instance retrieval with self-supervision. We find that fine-tuning using the recently developed self-supervised learning (SSL) methods, such as SimCLR and MoCo, fails to improve the performance of instance retrieval. In this work, we identify that the learnt representatio…

2020

Representation Sharing for Fast Object Detector Search and Beyond

ECCV 2020poster

Region Proposal Network (RPN) provides strong support for handling the scale variation of objects in two-stage object detection. For one-stage detectors which do not have RPN, it is more demanding to have powerful sub-networks capable of directly capturing objects of unknown sizes. To enhance such c…