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Notes for Adversarial Discriminative Domain Adaptation

About this paper Title: Adversarial Discriminative Domain Adaptation Authors: Eric Tzeng, Judy Hoffman, Kate Saenko, Trevor Darrell Topic: Domain Adaptation From: arXiv:1702.05464, appearing in CVPR 2017 Contributions 将之前的论文里提到的一些方法,例如weight sharing、base models、adversarial loss等,归入了统一的框架之中,并进行了测试; 提出了一种新的框架ADDA,主要思想是不做分类器的自适应,而是设法将目标域的数据映射到域源域差不多的特征空间上,这样就能够复用源域的分类器。