{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/mamba-catch-the-hype-or-rethink-what-really","title":"Mamba? Catch The Hype Or Rethink What Really Helps for Image Registration","arxiv_id":"2407.19274","date":"2024-07-27","proceeding":null,"authors":["Bailiang Jian","Jiazhen Pan","Morteza Ghahremani","Daniel Rueckert","Christian Wachinger","Benedikt Wiestler"],"abstract":"Our findings indicate that adopting \"advanced\" computational elements fails to significantly improve registration accuracy. Instead, well-established registration-specific designs offer fair improvements, enhancing results by a marginal 1.5\\% over the baseline. Our findings emphasize the importance of rigorous, unbiased evaluation and contribution disentanglement of all low- and high-level registration components, rather than simply following the computer vision trends with \"more advanced\" computational blocks. We advocate for simpler yet effective solutions and novel evaluation metrics that go beyond conventional registration accuracy, warranting further research across diverse organs and modalities. The code is available at \\url{https://github.com/BailiangJ/rethink-reg}.","url_abs":"https://arxiv.org/abs/2407.19274v1","url_pdf":"https://arxiv.org/pdf/2407.19274v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"mamba-catch-the-hype-or-rethink-what-really","repo_url":"https://github.com/bailiangj/rethink-reg","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"disentanglement","task_name":"Disentanglement"},{"task_slug":"image-registration","task_name":"Image Registration"},{"task_slug":"mamba","task_name":"Mamba"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}