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领域自适应目标检测的对比均值教师(英文版)

发布者:wx****99
2023-05-05
8 MB 13 页
人工智能(AI)
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领域自适应目标检测的对比均值教师【英文版】.pdf
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英文标题:Contrastive Mean Teacher for Domain Adaptive Object Detectors中文摘要:本文提出了一种统一的、通用的框架 ——CMT,将 mean-teacher 自训练和对比学习这两种范式自然地集成在一起,通过伪标签进行特征抽取和优化,从而稳定提高了目标域上的性能,取得了新的最优表现。英文摘要:Object detectors often suffer from the domain gap between training (sourcedomain) and real-world applications (target domain). Mean-teacher self-trainingis a powerful paradigm in unsupervised domain adaptation for object detection,but it struggles with low-quality pseudo-labels. In this work, we identify theintriguing alig

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