no code implementations • 26 Mar 2024 • Mingfu Liang, Jong-Chyi Su, Samuel Schulter, Sparsh Garg, Shiyu Zhao, Ying Wu, Manmohan Chandraker
This necessitates an expensive process of continuously curating and annotating data with significant human effort.
no code implementations • CVPR 2022 • Inkyu Shin, Yi-Hsuan Tsai, Bingbing Zhuang, Samuel Schulter, Buyu Liu, Sparsh Garg, In So Kweon, Kuk-Jin Yoon
In this paper, we propose and explore a new multi-modal extension of test-time adaptation for 3D semantic segmentation.
no code implementations • 28 Feb 2022 • Dongwan Kim, Yi-Hsuan Tsai, Yumin Suh, Masoud Faraki, Sparsh Garg, Manmohan Chandraker, Bohyung Han
First, a gradient conflict in training due to mismatched label spaces is identified and a class-independent binary cross-entropy loss is proposed to alleviate such label conflicts.