Search Results for author: Anton Theileis

Found 3 papers, 2 papers with code

Leveraging Classic Deconvolution and Feature Extraction in Zero-Shot Image Restoration

1 code implementation3 Oct 2023 Tomáš Chobola, Gesine Müller, Veit Dausmann, Anton Theileis, Jan Taucher, Jan Huisken, Tingying Peng

Our approach combines a pre-trained network to extract deep features from the input image with iterative Richardson-Lucy deconvolution steps.

Image Restoration

LUCYD: A Feature-Driven Richardson-Lucy Deconvolution Network

1 code implementation16 Jul 2023 Tomáš Chobola, Gesine Müller, Veit Dausmann, Anton Theileis, Jan Taucher, Jan Huisken, Tingying Peng

Our results demonstrate that LUCYD outperforms the state-of-the-art methods in both synthetic and real microscopy images, achieving superior performance in terms of image quality and generalisability.

Image Restoration

DELAD: Deep Landweber-guided deconvolution with Hessian and sparse prior

no code implementations30 Sep 2022 Tomas Chobola, Anton Theileis, Jan Taucher, Tingying Peng

We present a model for non-blind image deconvolution that incorporates the classic iterative method into a deep learning application.

Benchmarking Blind Image Deblurring +3

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