A Critical Look at Classic Test-Time Adaptation Methods in Semantic Segmentation

no code implementations • 9 Oct 2023 • Chang'an Yi, Haotian Chen, Yifan Zhang, Yonghui Xu, Lizhen Cui

This pronounced emphasis on classification might lead numerous newcomers and engineers to mistakenly assume that classic TTA methods designed for classification can be directly applied to segmentation.

Classification Segmentation +2

Model-Contrastive Federated Domain Adaptation

no code implementations • 7 May 2023 • Chang'an Yi, Haotian Chen, Yonghui Xu, Yifan Zhang

Federated domain adaptation (FDA) aims to collaboratively transfer knowledge from source clients (domains) to the related but different target client, without communicating the local data of any client.

Contrastive Learning Domain Adaptation +1