FormNet : Formatted Learning for Image Restoration

In this paper, we propose a deep CNN to tackle the image restoration problem by learning formatted information. Previous deep learning based methods directly learn the mapping from corrupted images to clean images, and may suffer from the gradient exploding/vanishing problems of deep neural networks...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. - 1992. - (2020) vom: 01. Mai
1. Verfasser: Jiao, Jianbo (VerfasserIn)
Weitere Verfasser: Tu, Wei-Chih, Liu, Ding, He, Shengfeng, Lau, Rynson W H, Huang, Thomas S
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2020
Zugriff auf das übergeordnete Werk:IEEE transactions on image processing : a publication of the IEEE Signal Processing Society
Schlagworte:Journal Article