Deep Learning for Computational Imaging

Deep Learning for Computational Imaging

Heckel, Prof Reinhard

Oxford University Press

04/2025

224

Mole

9780198947189

Pré-lançamento - envio 15 a 20 dias após a sua edição

Descrição não disponível.
1: Introduction
2: Solving inverse problems with optimization tasks
3: Solving optimization problems
4: Sparse modelling
5: Plug-and-play methods
6: Learning to solve inverse problems end-to-end
7: Unrolled neural networks
8: Self-supervised learning
9: Signal reconstruction via imposing generative priors
10: Diffusion models
11: Signal reconstruction with un-trained neural networks
12: Coordinate-based multi-layer perceptrons
13: Robustness to perturbations
14: Datasets and evaluation of image reconstruction methods
15: Advanced reconstruction problems
16: Mathematical background
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