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Hyewon Yoo

2 accepted papers

2024

Robust Image Denoising through Adversarial Frequency Mixup

CVPR 2024poster

Image denoising approaches based on deep neural networks often struggle with overfitting to specific noise distributions present in training data. This challenge persists in existing real-world denoising networks which are trained using a limited spectrum of real noise distributions and thus show po…

2022

Information-Theoretic GAN Compression with Variational Energy-based Model

NeurIPS 2022accept

We propose an information-theoretic knowledge distillation approach for the compression of generative adversarial networks, which aims to maximize the mutual information between teacher and student networks via a variational optimization based on an energy-based model. Because the direct computation…

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