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DM4CT: Benchmarking Diffusion Models for Computed Tomography Reconstruction - Real-World Synchrotron CT Dataset

Authors: DM4CT;

DM4CT: Benchmarking Diffusion Models for Computed Tomography Reconstruction - Real-World Synchrotron CT Dataset

Abstract

This dataset contains synchrotron X-ray CT scans of two rock samples. For each sample, both the raw projection dataand the reconstructed slices are provided. The reconstructions include flat-field correction (using median dark and flat fields), log transformation, and ring artifact reduction. This dataset accompanies the manuscript: “DM4CT: Benchmarking Diffusion Models for Computed Tomography Reconstruction” and is also suitable for evaluating other advanced CT reconstruction methods under realistic and practical conditions. Files File Name Description F3_1_mono.zip Raw projections for sample F3_1, including 1200 projections, 20 dark fields, and 20 flat fields. F3_1_recon_corr.zip Reconstructed slices of F3_1 after flat-field correction, log transformation, and ring artifact reduction. F3_2_mono.zip Raw projections for sample F3_2, including 1200 projections, 20 dark fields, and 20 flat fields. F3_2_recon_corr.zip Reconstructed slices of F3_2 with the same processing steps as F3_1. Key Scanning Parameters Parameter Value Pixel size 9 um Angular step 0.15° Exposure time 4 s Sample-to-detector distance 150 mm Number of projections 1200 Energy 24 keV Filter None Center of rotation −61 (F3_1), −62 (F3_2) Code Reconstruction code including all preprocessing and postprocessing steps — such as flat-field correction, log transformation, rotation, and ring artifact reduction — is available at: https://github.com/DM4CT/DM4CT The repository also includes scripts that reproduce the cropped reconstructions used in the accompanying paper.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average