Cartoon-Texture-Noise Decomposition with Transport NormsOpen Website

17 May 2021 (modified: 17 May 2021)OpenReview Archive Direct UploadReaders: Everyone
Abstract: We investigate the problem of decomposing an image into three parts, namely a cartoon part, a texture part and a noise part. We argue that norms originating in the theory of optimal transport should have the ability to distinguish certain noise types from textures. Hence, we present a brief introduction to optimal transport metrics and show their relation to previously proposed texture norms. We propose different variational models and investigate their performance.
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