{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,17]],"date-time":"2026-06-17T06:22:07Z","timestamp":1781677327460,"version":"3.54.5"},"reference-count":88,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"6","license":[{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/summer-heart-0930.chufeiyun1688.workers.dev:443\/https\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/summer-heart-0930.chufeiyun1688.workers.dev:443\/https\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/summer-heart-0930.chufeiyun1688.workers.dev:443\/https\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62425305"],"award-info":[{"award-number":["62425305"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["625B2070"],"award-info":[{"award-number":["625B2070"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004735","name":"Natural Science Foundation of Hunan Province","doi-asserted-by":"publisher","award":["2024JJ3013"],"award-info":[{"award-number":["2024JJ3013"]}],"id":[{"id":"10.13039\/501100004735","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Science and Technology Innovation Program of Hunan Province","award":["2023RC1048"],"award-info":[{"award-number":["2023RC1048"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Pattern Anal. Mach. Intell."],"published-print":{"date-parts":[[2026,6]]},"DOI":"10.1109\/tpami.2026.3658856","type":"journal-article","created":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T21:23:36Z","timestamp":1769721816000},"page":"6601-6614","source":"Crossref","is-referenced-by-count":0,"title":["ZUMA: Training-Free Zero-Shot Unified Multimodal Anomaly Detection"],"prefix":"10.1109","volume":"48","author":[{"ORCID":"https:\/\/summer-heart-0930.chufeiyun1688.workers.dev:443\/https\/orcid.org\/0009-0007-4539-2043","authenticated-orcid":false,"given":"Yunfeng","family":"Ma","sequence":"first","affiliation":[{"name":"School of Artificial Intelligence and Robotics, Hunan University and National Engineering Research Center of Robot Visual Perception and Control Technology, Changsha, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/summer-heart-0930.chufeiyun1688.workers.dev:443\/https\/orcid.org\/0000-0001-6406-4896","authenticated-orcid":false,"given":"Min","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Artificial Intelligence and Robotics, Hunan University and National Engineering Research Center of Robot Visual Perception and Control Technology, Changsha, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/summer-heart-0930.chufeiyun1688.workers.dev:443\/https\/orcid.org\/0000-0002-6579-0969","authenticated-orcid":false,"given":"Shuai","family":"Jiang","sequence":"additional","affiliation":[{"name":"School of Artificial Intelligence and Robotics, Hunan University and National Engineering Research Center of Robot Visual Perception and Control Technology, Changsha, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/summer-heart-0930.chufeiyun1688.workers.dev:443\/https\/orcid.org\/0009-0001-8423-0211","authenticated-orcid":false,"given":"Jingyu","family":"Zhou","sequence":"additional","affiliation":[{"name":"School of Artificial Intelligence and Robotics, Hunan University and National Engineering Research Center of Robot Visual Perception and Control Technology, Changsha, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/summer-heart-0930.chufeiyun1688.workers.dev:443\/https\/orcid.org\/0000-0003-3995-4402","authenticated-orcid":false,"given":"Yuan","family":"Bian","sequence":"additional","affiliation":[{"name":"School of Artificial Intelligence and Robotics, Hunan University and National Engineering Research Center of Robot Visual Perception and Control Technology, Changsha, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/summer-heart-0930.chufeiyun1688.workers.dev:443\/https\/orcid.org\/0000-0003-4862-8975","authenticated-orcid":false,"given":"Xueping","family":"Wang","sequence":"additional","affiliation":[{"name":"College of Information Science and Engineering, Hunan Normal University, Changsha, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/summer-heart-0930.chufeiyun1688.workers.dev:443\/https\/orcid.org\/0000-0002-0519-6458","authenticated-orcid":false,"given":"Yaonan","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Artificial Intelligence and Robotics, Hunan University and National Engineering Research Center of Robot Visual Perception and Control Technology, Changsha, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2025.3570494"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52734.2025.00449"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2022.3225476"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52734.2025.00932"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2023.3322604"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3066111"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3108223"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52734.2025.01897"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52734.2025.01900"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2024.3382009"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3125686"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.01934"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2025.103500"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00982"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-20056-4_23"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-022-01578-9"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ICCVW60793.2023.00106"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.52202\/079017-2695"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.5220\/0010865000003124"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.01631"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00776"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i8.28687"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2024.110761"},{"key":"ref24","first-page":"6185","article-title":"Shape-guided dual-memory learning for 3D anomaly detection","volume-title":"Proc. 40th Int. Conf. Mach. Learn.","author":"Chu","year":"2023"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72627-9_5"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2025.3592089"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3581783.3611876"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1117\/12.3033181"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01878"},{"key":"ref30","first-page":"1","article-title":"AnomalyCLIP: Object-agnostic prompt learning for zero-shot anomaly detection","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Zhou","year":"2023"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-022-01650-4"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00836"},{"key":"ref33","first-page":"8748","article-title":"Learning transferable visual models from natural language supervision","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Radford","year":"2021"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00424"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01466"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/ICPR48806.2021.9412109"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52734.2025.01415"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02504"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2024.3519543"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00283"},{"key":"ref41","first-page":"1","article-title":"Learning and evaluating representations for deep one-class classification","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Sohn","year":"2020"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00954"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2021.3130074"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00986"},{"key":"ref46","first-page":"1","article-title":"Very deep convolutional networks for large-scale image recognition","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Simonyan","year":"2015"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.2010.11929"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01392"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP42928.2021.9506433"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP49357.2023.10096400"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/WACV51458.2022.00312"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58565-5_22"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00867"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/ICPR48806.2021.9412842"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i4.16420"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2023.3293772"},{"key":"ref57","article-title":"Unsupervised visual defect detection with score-based generative model","author":"Teng","year":"2022"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2022.3142326"},{"key":"ref59","article-title":"Iterative image inpainting with structural similarity mask for anomaly detection","author":"Nakanishi","year":"2021","journal-title":"OpenReview"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2022.3175611"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00822"},{"key":"ref62","first-page":"1","article-title":"Anomaly segmentation network using self-supervised learning","volume-title":"Proc. AAAI Workshop Artif. Intell. Des. Manuf.","author":"Song","year":"2021"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW56347.2022.00080"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.5244\/C.35.349"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00951"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2022.3182385"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/CASE49997.2022.9926547"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-26348-4_27"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/WACV56688.2023.00262"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2024.3467229"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00315"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2024.3487222"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i6.28456"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2023.3325533"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3140070"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52734.2025.00447"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-54181-5_14"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00700"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.114"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00007"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.02025"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00249"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-022-01653-1"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW59228.2023.00298"},{"key":"ref85","article-title":"DINOv2: Learning robust visual features without supervision","author":"Oquab","year":"2023"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00489"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i2.27915"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-58347-1_8"}],"container-title":["IEEE Transactions on Pattern Analysis and Machine Intelligence"],"original-title":[],"link":[{"URL":"https:\/\/summer-heart-0930.chufeiyun1688.workers.dev:443\/http\/xplorestaging.ieee.org\/ielx8\/34\/11512030\/11367454.pdf?arnumber=11367454","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,12]],"date-time":"2026-05-12T01:52:47Z","timestamp":1778550767000},"score":1,"resource":{"primary":{"URL":"https:\/\/summer-heart-0930.chufeiyun1688.workers.dev:443\/https\/ieeexplore.ieee.org\/document\/11367454\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6]]},"references-count":88,"journal-issue":{"issue":"6"},"URL":"https:\/\/summer-heart-0930.chufeiyun1688.workers.dev:443\/https\/doi.org\/10.1109\/tpami.2026.3658856","relation":{},"ISSN":["0162-8828","2160-9292","1939-3539"],"issn-type":[{"value":"0162-8828","type":"print"},{"value":"2160-9292","type":"electronic"},{"value":"1939-3539","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,6]]}}}