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Comparative Evaluation of U-Net-Based Conditioned Diffusion Model and Cycle-GAN for Unpaired CT-MRI Brain Image Synthesis with XAI Validation

2026-01-08

Abstract excerpt

<title>Abstract</title> <p>Imaging pipelines in healthcare are often limited by reliance on a single imaging modality. Patients with metal implants or pacemakers cannot undergo MRI scans. Emergency stroke diagnostics typically depend solely on quick CT scans. Pediatric cases prefer lower radiation, ruling out multimodal imaging. In these situations, cross-modal image synthesis has become an appealing approach for...

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Literature Corpus work
8815ff08-f9b5-5f79-bca7-94e49b0d89bc
DOI
10.21203/rs.3.rs-8458482/v1
Open publication

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Comparative Evaluation of U-Net-Based Conditioned Diffusion Model and Cycle-GAN for Unpaired CT-MRI Brain Image Synthesis with XAI ValidationDOI 10.21203/rs.3.rs-8458482/v1
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