A multi-resolution framework for U-nets with applications to hierarchical VAEs

U-Net architectures are ubiquitous in state-of-the-art deep learning, however their regularisation properties and relationship to wavelets are understudied. In this paper, we formulate a multi-resolution framework which identifies U-Nets as finite-dimensional truncations of models on an infinite-dim...

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Những tác giả chính: Falck, F, Williams, C, Danks, D, Deligiannidis, G, Yau, C, Holmes, C, Doucet, A, Willetts, M
Định dạng: Conference item
Ngôn ngữ:English
Được phát hành: Curran Associates 2023