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cs.CV2026
An analytic theory of convolutional neural network inverse problems solvers
Minh Hai Nguyen, Quoc Bao Do, Edouard Pauwels +1
Supervised convolutional neural networks (CNNs) are widely used to solve imaging inverse problems, achieving state-of-the-art performance in numerous applications. However, despite…
cs.CV2025
A Morse-Bott Framework for Blind Inverse Problems: Local Recovery Guarantees and the Failure of the MAP
Minh-Hai Nguyen, Edouard Pauwels, Pierre Weiss
Maximum A Posteriori (MAP) estimation is a cornerstone framework for blind inverse problems, where an image and a forward operator are jointly estimated as the maximizers of a post…