Investigating the Benefits of Projection Head for Representation Learning

no code implementations • 18 Mar 2024 • Yihao Xue, Eric Gan, Jiayi Ni, Siddharth Joshi, Baharan Mirzasoleiman

An effective technique for obtaining high-quality representations is adding a projection head on top of the encoder during training, then discarding it and using the pre-projection representations.

Contrastive Learning Data Augmentation +1

Distribution-Aware Continual Test-Time Adaptation for Semantic Segmentation

no code implementations • 24 Sep 2023 • Jiayi Ni, Senqiao Yang, ran Xu, Jiaming Liu, Xiaoqi Li, Wenyu Jiao, Zehui Chen, Yi Liu, Shanghang Zhang

In this paper, we propose a distribution-aware tuning (DAT) method to make the semantic segmentation CTTA efficient and practical in real-world applications.

Autonomous Driving Semantic Segmentation +1