CVPR 2023 - Contrastive Mean Teacher for Domain Adaptive Object Detectors
AI Breakdown

CVPR 2023 - Contrastive Mean Teacher for Domain Adaptive Object Detectors

2023-05-19
In this episode we discuss Contrastive Mean Teacher for Domain Adaptive Object Detectors by Shengcao Cao, Dhiraj Joshi, Liang-Yan Gui, Yu-Xiong Wang. The paper proposes a unified framework called Contrastive Mean Teacher (CMT) that integrates mean-teacher self-training and contrastive learning to overcome the domain gap in object detection. CMT extracts object-level features using low-quality pseudo-labels and optimizes them via contrastive learning without requiring labels in the target...
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