Search Results for author: Jae Soon Baik

Found 3 papers, 0 papers with code

Learning from Data with Noisy Labels Using Temporal Self-Ensemble

no code implementations21 Jul 2022 Jun Ho Lee, Jae Soon Baik, Tae Hwan Hwang, Jun Won Choi

By combining the aforementioned metrics, we present the proposed {\it self-ensemble-based robust training} (SRT) method, which can filter the samples with noisy labels to reduce their influence on training.

ST-CoNAL: Consistency-Based Acquisition Criterion Using Temporal Self-Ensemble for Active Learning

no code implementations5 Jul 2022 Jae Soon Baik, In Young Yoon, Jun Won Choi

The student models are given a fixed number of temporal self-ensemble models, and the teacher model is constructed by averaging the weights of the student models.

Active Learning Image Classification

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