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cardiac ct segmentation 1clinical validation 1human-in-the-loop annotation 1multicenter evaluation 1self-supervised learning 1

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eess.IV2025

From Claims to Evidence: A Unified Framework and Critical Analysis of CNN vs. Transformer vs. Mamba in Medical Image Segmentation

Pooya Mohammadi Kazaj, Giovanni Baj, Yazdan Salimi +7

While numerous architectures for medical image segmentation have been proposed, achieving competitive performance with state-of-the-art models networks such as nnUNet, still leave…