Supplementary Material for "An Educated Warm Start For Deep Image Prior-Based Micro CT Reconstruction"

Name: Supplementary Material for "An Educated Warm Start For Deep Image Prior-Based Micro CT Reconstruction"
Keywords: Educated Deep Image Prior, Computed Tomography, Deep Image Prior, Pretraining

Barbano, Riccardo; Leuschner, Johannes

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Other ORP type . 2021

License: CC BY

Data sources: Datacite

ZENODO

Other ORP type . 2021

License: CC BY

Data sources: Datacite

Supplementary Material for "An Educated Warm Start For Deep Image Prior-Based Micro CT Reconstruction"

appsOther research productkeyboard_double_arrow_right Other ORP type 08 Nov 2021 English Publisher:Zenodo

Authors: Barbano, Riccardo; Leuschner, Johannes;

doi: 10.5281/zenodo.7234749 , 10.5281/zenodo.5574586

Supplementary Material for "An Educated Warm Start For Deep Image Prior-Based Micro CT Reconstruction"

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Abstract

Supplementary material for the paper "An Educated Warm Start For Deep Image Prior-Based Micro CT Reconstruction". The source code of the project can be found at github.com/educating-dip/educated_deep_image_prior. Content: Experimental results (hydra run directories, including configurations, logs and saved results): edip_results_ellipses_lotus_20.zip edip_results_ellipses_walnut_120.zip edip_results_ellipsoids_walnut_3d.zip edip_results_ellipsoids_walnut_3d_60.zip edip_results_ellipses_lotus_limited_45.zip edip_results_brain_walnut_120.zip edip_results_adversarial_pretraining_ellipses_lotus_20.zip edip_results_meta_pretraining_lotus_20.zip runs_publish.yaml (lists the directories contained in the zip files; organized by task, data and experiment) Videos showing the reconstruction process of (E)DIP: edip_ellipses_lotus_20.mp4 edip_ellipses_walnut_120.mp4 Ray transform matrix projecting a single volume slice of the Walnut, created with the script create_walnut_ray_trafo_matrix.py: single_slice_ray_trafo_matrix_walnut1_orbit2_ass10.mat Gold-standard reference reconstruction of the Lotus root: TVGroundTruthLotus128.mat

R.B. is supported by the i4health PhD studentship (UK EPSRC EP/S021930/1). J.L. was funded by the German Research Foundation (DFG; GRK 2224/1).

Related Organizations

University College London
United Kingdom
University of Bremen
Germany

Keywords

Educated Deep Image Prior, Computed Tomography, Deep Image Prior, Pretraining

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