Quantitatively Measuring and Contrastively Exploring Heterogeneity for Domain Generalization

Author:

Tong Yunze1ORCID,Yuan Junkun1ORCID,Zhang Min1ORCID,Zhu Didi1ORCID,Zhang Keli2ORCID,Wu Fei1ORCID,Kuang Kun1ORCID

Affiliation:

1. Zhejiang University, Hangzhou, China

2. Noah's Ark Lab, Huawei Technologies, Shenzhen, China

Funder

Shanghai AI Laboratory

National Natural Science Foundation of China

Zhejiang Province Natural Science Foundation

Zhejiang Province Science and Technology

the StarryNight Science Fund of Zhejiang University Shanghai Institute for Advanced Study

Young Elite Scientists Sponsorship Program by CAST

the Fundamental Research Funds for the Central Universities

Publisher

ACM

Reference74 articles.

1. Martin Arjovsky , Léon Bottou , Ishaan Gulrajani , and David Lopez-Paz . 2019. Invariant risk minimization. arXiv preprint arXiv:1907.02893 ( 2019 ). Martin Arjovsky, Léon Bottou, Ishaan Gulrajani, and David Lopez-Paz. 2019. Invariant risk minimization. arXiv preprint arXiv:1907.02893 (2019).

2. DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation

3. Recognition in Terra Incognita

4. Domain Generalization by Marginal Transfer Learning;Blanchard Gilles;Journal of Machine Learning Research,2021

5. Junbum Cha , Sanghyuk Chun , Kyungjae Lee , Han-Cheol Cho , Seunghyun Park , Yunsung Lee , and Sungrae Park . 2021 . SWAD: Domain Generalization by Seeking Flat Minima. In Advances in Neural Information Processing Systems (NeurIPS). Junbum Cha, Sanghyuk Chun, Kyungjae Lee, Han-Cheol Cho, Seunghyun Park, Yunsung Lee, and Sungrae Park. 2021. SWAD: Domain Generalization by Seeking Flat Minima. In Advances in Neural Information Processing Systems (NeurIPS).

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