search

YuejiangLIU / awesome-source-free-test-time-adaptation

A curated list of papers in Test-time Adaptation, Test-time Training and Source-free Domain Adaptation
466 stars 45 forks source link

Request to add a paper #17

Closed Yushu-Li closed 1 year ago

Yushu-Li commented 1 year ago

Hi Yuejiang,

Thanks for maintaining this awesome list!

I would like to request to add our paper: "On the Robustness of Open-World Test-Time Training: Self-Training with Dynamic Prototype Expansion" (ICCV 2023 Oral).

ArXiv: https://arxiv.org/abs/2308.09942 Code: https://github.com/Yushu-Li/OWTTT Project page: https://yushu-li.github.io/owttt-site/

In this work, we consider the problem of test-time adaptation in open-world scenarios for the first time. Furthermore, we used the self-training method based on prototype expansion to achieve SOTA performance under the proposed protocol. I think this paper belongs to both "Class Prototype", "Self-supervision", and a new category "Open World".

Thanks for considering this. Yushu Li

YuejiangLIU commented 1 year ago

Hi Yushu, thanks for sharing your interesting work!

I've just added it into Class Prototype and Self-supervision categories. The paper list is primarily structured by method at the moment. I'd be happy to create a Open World category though, if there are more research efforts delve into this setting in the future.