Search Results for author: Wonho Choo

Found 2 papers, 2 papers with code

Co-Mixup: Saliency Guided Joint Mixup with Supermodular Diversity

1 code implementation ICLR 2021 Jang-Hyun Kim, Wonho Choo, Hosan Jeong, Hyun Oh Song

While deep neural networks show great performance on fitting to the training distribution, improving the networks' generalization performance to the test distribution and robustness to the sensitivity to input perturbations still remain as a challenge.

Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup

1 code implementation ICML 2020 Jang-Hyun Kim, Wonho Choo, Hyun Oh Song

While deep neural networks achieve great performance on fitting the training distribution, the learned networks are prone to overfitting and are susceptible to adversarial attacks.

Adversarial Robustness Image Classification +1

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