Awesome Test-Time Adaptation

A curated list of awesome test-time (domain/ batch/ instance/ online/ prior) adaptation resources. Your contributions are always welcome!

Problem

Contents

• Test-Time (Source-Free) Domain Adaptation (SFDA)

• Test-Time Batch Adaptation (TTBA)

• Test-Time Instance Adaptation (TTIA)

• Online Test-Time Adaptation (OTTA)

• Test-Time Prior Adaptation (TTPA)

Datasets

A list of commonly used datasets in TTA is available in Google Sheets.

Citation

If you find our survey and repository useful for your research, please consider citing our paper:

@article{liang2023ttasurvey,
  title={A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts},
  author={Liang, Jian and He, Ran and Tan, Tieniu},
  journal={arXiv preprint arXiv:2303.15361},
  year={2023}
}