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eess.IV2022
Image Denoising with Control over Deep Network Hallucination
Qiyuan Liang, Florian Cassayre, Haley Owsianko +2
Deep image denoisers achieve state-of-the-art results but with a hidden cost. As witnessed in recent literature, these deep networks are capable of overfitting their training distr…
eess.IV2021★ 1 cited
Controllable Confidence-Based Image Denoising
Haley Owsianko, Florian Cassayre, Qiyuan Liang
Image denoising is a classic restoration problem. Yet, current deep learning methods are subject to the problems of generalization and interpretability. To mitigate these problems,…