Search Results for author: Hyuntak Cha

Found 4 papers, 3 papers with code

Co$^2$L: Contrastive Continual Learning

2 code implementations28 Jun 2021 Hyuntak Cha, Jaeho Lee, Jinwoo Shin

Recent breakthroughs in self-supervised learning show that such algorithms learn visual representations that can be transferred better to unseen tasks than joint-training methods relying on task-specific supervision.

Continual Learning Contrastive Learning +2

Co2L: Contrastive Continual Learning

1 code implementation ICCV 2021 Hyuntak Cha, Jaeho Lee, Jinwoo Shin

Recent breakthroughs in self-supervised learning show that such algorithms learn visual representations that can be transferred better to unseen tasks than cross-entropy based methods which rely on task-specific supervision.

Continual Learning Contrastive Learning +2

Learning from Failure: De-biasing Classifier from Biased Classifier

no code implementations NeurIPS 2020 Junhyun Nam, Hyuntak Cha, Sung-Soo Ahn, Jaeho Lee, Jinwoo Shin

Neural networks often learn to make predictions that overly rely on spurious corre- lation existing in the dataset, which causes the model to be biased.

Learning from Failure: Training Debiased Classifier from Biased Classifier

2 code implementations6 Jul 2020 Junhyun Nam, Hyuntak Cha, Sungsoo Ahn, Jaeho Lee, Jinwoo Shin

Neural networks often learn to make predictions that overly rely on spurious correlation existing in the dataset, which causes the model to be biased.

Action Recognition Facial Attribute Classification +1

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