no code implementations • 23 Feb 2024 • Chen-Chen Zong, Ye-Wen Wang, Kun-Peng Ning, Haibo Ye, Sheng-Jun Huang
In this paper, we attempt to query examples that are both likely from known classes and highly informative, and propose a \textit{Bidirectional Uncertainty-based Active Learning} (BUAL) framework.
1 code implementation • 13 Jan 2024 • Chen-Chen Zong, Ye-Wen Wang, Ming-Kun Xie, Sheng-Jun Huang
Learning with noisy labels can significantly hinder the generalization performance of deep neural networks (DNNs).