Search Results for author: Jan Huisken

Found 6 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

BigFUSE: Global Context-Aware Image Fusion in Dual-View Light-Sheet Fluorescence Microscopy with Image Formation Prior

no code implementations5 Sep 2023 Yu Liu, Gesine Muller, Nassir Navab, Carsten Marr, Jan Huisken, Tingying Peng

Light-sheet fluorescence microscopy (LSFM), a planar illumination technique that enables high-resolution imaging of samples, experiences defocused image quality caused by light scattering when photons propagate through thick tissues.

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

DeStripe: A Self2Self Spatio-Spectral Graph Neural Network with Unfolded Hessian for Stripe Artifact Removal in Light-sheet Microscopy

no code implementations27 Jun 2022 Yu Liu, Kurt Weiss, Nassir Navab, Carsten Marr, Jan Huisken, Tingying Peng

Light-sheet fluorescence microscopy (LSFM) is a cutting-edge volumetric imaging technique that allows for three-dimensional imaging of mesoscopic samples with decoupled illumination and detection paths.

Denoising

Essential Metadata for 3D BRAIN Microscopy

no code implementations18 May 2021 Alexander J. Ropelewski, Megan A. Rizzo, Jason R. Swedlow, Jan Huisken, Pavel Osten, Neda Khanjani, Kurt Weiss, Vesselina Bakalov, Michelle Engle, Lauren Gridley, Michelle Krzyzanowski, Tom Madden, Deborah Maiese, Justin Waterfield, David Williams, Carol Hamilton, Wayne Huggins

Recent advances in fluorescence microscopy techniques and tissue clearing, labeling, and staining provide unprecedented opportunities to investigate brain structure and function.

Real-time multi-view deconvolution

no code implementations27 Mar 2015 Benjamin Schmid, Jan Huisken

In light-sheet microscopy, overall image content and resolution are improved by acquiring and fusing multiple views of the sample from different directions.

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