{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T07:09:10Z","timestamp":1779347350806,"version":"3.51.4"},"reference-count":23,"publisher":"IEEE","license":[{"start":{"date-parts":[[2026,4,8]],"date-time":"2026-04-08T00:00:00Z","timestamp":1775606400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,4,8]],"date-time":"2026-04-08T00:00:00Z","timestamp":1775606400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,4,8]]},"DOI":"10.1109\/isbi61048.2026.11515401","type":"proceedings-article","created":{"date-parts":[[2026,5,20]],"date-time":"2026-05-20T19:48:46Z","timestamp":1779306526000},"page":"1-5","source":"Crossref","is-referenced-by-count":0,"title":["MMA-Former: Multi-Window Mixture-of-Head Attention Transformer for Adaptive PNI Prediction in 3D MRI"],"prefix":"10.1109","author":[{"given":"Youngung","family":"Han","sequence":"first","affiliation":[{"name":"Seoul National University,Seoul,Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Induk","family":"Um","sequence":"additional","affiliation":[{"name":"Chung-Ang University,Seoul,Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kyeonghun","family":"Kim","sequence":"additional","affiliation":[{"name":"OUTTA,Seoul,Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Junga","family":"Kim","sequence":"additional","affiliation":[{"name":"Seoul National University,Seoul,Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hyunsu","family":"Go","sequence":"additional","affiliation":[{"name":"Seoul National University,Seoul,Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jaewon","family":"Jung","sequence":"additional","affiliation":[{"name":"Seoul National University,Seoul,Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nam-Joon","family":"Kim","sequence":"additional","affiliation":[{"name":"Seoul National University,Seoul,Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Woo Kyoung","family":"Jeong","sequence":"additional","affiliation":[{"name":"Samsung Medical Center,Seoul,Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Won Jae","family":"Lee","sequence":"additional","affiliation":[{"name":"Samsung Medical Center, Sungkyunkwan University School of Medicine,Seoul,Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pa","family":"Hong","sequence":"additional","affiliation":[{"name":"Samsung Changwon Hospital,Changwon,Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ken Ying-Kai","family":"Liao","sequence":"additional","affiliation":[{"name":"NVIDIA AI Technology Center,Taipei,Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hyuk-Jae","family":"Lee","sequence":"additional","affiliation":[{"name":"Seoul National University,Seoul,Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.21037\/jgo-23-950"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1186\/s12885-020-06781-w"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1097\/JS9.0000000000000881"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.crad.2024.07.010"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1186\/s12957-025-03819-w"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.3389\/fonc.2022.900478"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejca.2021.06.053"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.243"},{"key":"ref10","article-title":"An image is worth 16 16 words: Transformers for image recognition at scale","author":"Dosovitskiy","year":"2020","journal-title":"arXiv preprint"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/WACV51458.2022.00181"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00986"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00675"},{"key":"ref15","article-title":"Focal self-attention for local-global interactions in vision transformers","author":"Yang","year":"2021","journal-title":"arXiv preprint"},{"key":"ref16","article-title":"Moh: Multihead attention as mixture-of-head attention","author":"Jin","year":"2024","journal-title":"arXiv preprint"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P19-1580"},{"key":"ref18","first-page":"14014","article-title":"Are sixteen heads really better than one?","volume":"32","author":"Michel","year":"2019","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref19","article-title":"Outrageously large neural networks: The sparsely-gated mixture-of-experts layer","volume-title":"Proceedings of the International Conference on Learning Representations","author":"Shazeer","year":"2017"},{"issue":"120","key":"ref20","first-page":"1","article-title":"Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity","volume":"23","author":"Fedus","year":"2022","journal-title":"Journal of Machine Learning Research"},{"key":"ref21","first-page":"6105","article-title":"Efficientnet: Rethinking model scaling for convolutional neural networks","volume-title":"International conference on machine learning. PMLR","author":"Tan","year":"2019"},{"key":"ref22","article-title":"Decoupled weight decay regularization","author":"Loshchilov","year":"2017","journal-title":"arXiv preprint"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.74"}],"event":{"name":"2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI)","location":"London, United Kingdom","start":{"date-parts":[[2026,4,8]]},"end":{"date-parts":[[2026,4,11]]}},"container-title":["2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11515282\/11515297\/11515401.pdf?arnumber=11515401","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T06:24:29Z","timestamp":1779344669000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11515401\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4,8]]},"references-count":23,"URL":"https:\/\/doi.org\/10.1109\/isbi61048.2026.11515401","relation":{},"subject":[],"published":{"date-parts":[[2026,4,8]]}}}