no code implementations • 14 Aug 2023 • Hui Kang, Sheng Liu, Huaxi Huang, Tongliang Liu
In real-world datasets, noisy labels are pervasive.
no code implementations • 11 Jul 2023 • Hui Kang, Sheng Liu, Huaxi Huang, Jun Yu, Bo Han, Dadong Wang, Tongliang Liu
In recent years, research on learning with noisy labels has focused on devising novel algorithms that can achieve robustness to noisy training labels while generalizing to clean data.
no code implementations • IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2022 • Wenyu Yu, Hui Kang, Geng Sun, Member, Shuang Liang, and Jiahui Li, Student Member, IEEE
Finally, the proposed ISSA is utilized to solve the objective function.
no code implementations • ICCV 2023 • Huaxi Huang, Hui Kang, Sheng Liu, Olivier Salvado, Thierry Rakotoarivelo, Dadong Wang, Tongliang Liu
The early stopping strategy averts updating CNNs during the early training phase and is widely employed in the presence of noisy labels.