Deep learning methods for inverse problems

Deep learning methods for inverse problems

In this paper we investigate a variety of deep learning strategies for solving inverse problems. We classify existing deep learning solutions for inverse problems into three categories of Direct Mapping, Data Consistency Optimizer, and Deep Regularizer. We choose a sample of each inverse problem typ...

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Bibliographic Details
Main Authors: Shima Kamyab, Zohreh Azimifar, Rasool Sabzi, Paul Fieguth
Format: Article
Language:English
Published: PeerJ Inc. 2022-05-01
Series:PeerJ Computer Science
Subjects:
Deep learning for inverse problems
3D reconstruction as inverse problem
Single object tracking as inverse problem
Image denoising as inverse problem
Linear regression as inverse problem
Online Access:https://peerj.com/articles/cs-951.pdf

Internet

https://peerj.com/articles/cs-951.pdf

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