Practical Single Domain Generalization via Training-time and Test-time Learning

Author:

Yang Shuai1ORCID,Zhang Zhen1ORCID,Gu Lichuan1ORCID

Affiliation:

1. School of Information and Artificial Intelligence, Anhui Agricultural University, Hefei, Anhui, China

Funder

National Natural Science Foundation of China

Natural Science Foundation of Anhui Province

Publisher

ACM

Reference44 articles.

1. Alexander Bartler, Andre Bühler, Felix Wiewel, Mario Döbler, and Bin Yang. 2022. MT3: Meta Test-Time Training for Self-Supervised Test-Time Adaption. In International Conference on Artificial Intelligence and Statistics, Virtual Event, March 28--30, Vol. 151. 3080--3090.

2. Liang Chen, Yong Zhang, Yibing Song, Ying Shan, and Lingqiao Liu. 2023. Improved Test-Time Adaptation for Domain Generalization. In IEEE/CVF Conference on Computer Vision and Pattern Recognition, Vancouver, BC, Canada, June 17--24. 24172--24182.

3. Liang Chen, Yong Zhang, Yibing Song, Jue Wang, and Lingqiao Liu. 2022. OST: Improving Generalization of DeepFake Detection via One-Shot Test-Time Training. In Advances in Neural Information Processing Systems, New Orleans, LA, USA, November 28 - December 9. 1--12.

4. Seokeon Choi, Debasmit Das, Sungha Choi, Seunghan Yang, Hyunsin Park, and Sungrack Yun. 2023. Progressive Random Convolutions for Single Domain Generalization. In IEEE/CVF Conference on Computer Vision and Pattern Recognition, Vancouver, BC, Canada, June 17--24. 10312--10322.

5. Stable learning establishes some common ground between causal inference and machine learning

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