@article{250301306, title = {From Claims to Evidence: A Unified Framework and Critical Analysis of CNN vs. Transformer vs. Mamba in Medical Image Segmentation}, author = {Pooya Mohammadi Kazaj and Giovanni Baj and Yazdan Salimi and Anselm W. Stark and Waldo Valenzuela and George CM. Siontis and Habib Zaidi and Mauricio Reyes and Christoph Graeni and Isaac Shiri}, year = {2025}, eprint = {2503.01306}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.01306v1}, }