现有的领域自适应方法忽略了领域之间的潜在关系,对此作者提出了连续索引的域自适应(Continuously Indexed Domain Adaptation, CIDA)。CIDA结合了ADA和一种新颖的鉴别器,该鉴别器模拟编码条件的领域索引分布,其打破了“传统”,在合成和真实世界医学数据集上的性能超过了现有的DA方法。
Continuously Indexed Domain Adaptation 来自arXiv.org 作者H Wang,H He,D Katabi摘要 Existing domain adaptation focuses on transferring knowledge between domains with categorical indices (e.g., between ... 关键词 Computer Science - Machine Le...
Graph-Relational Domain Adaptation Zihao Xu, Hao He, Guang-He Lee, Yuyang Wang, Hao Wang Tenth International Conference on Learning Representations (ICLR), 2022 [Paper] [Code] [Talk] [Slides] Reference Continuously Indexed Domain Adaptation ...