{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T10:05:19Z","timestamp":1777889119244,"version":"3.51.4"},"reference-count":52,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,10,19]],"date-time":"2025-10-19T00:00:00Z","timestamp":1760832000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,10,19]],"date-time":"2025-10-19T00:00:00Z","timestamp":1760832000000},"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":[[2025,10,19]]},"DOI":"10.1109\/iccv51701.2025.00976","type":"proceedings-article","created":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T19:45:49Z","timestamp":1777491949000},"page":"10485-10495","source":"Crossref","is-referenced-by-count":0,"title":["When Lighting Deceives: Exposing Vision-Language Models' Illumination Vulnerability Through Illumination Transformation Attack"],"prefix":"10.1109","author":[{"given":"Hanqing","family":"Liu","sequence":"first","affiliation":[{"name":"Institute of Artificial Intelligence, Beihang University,State Key Laboratory of Virtual Reality Technology and Systems"}]},{"given":"Shouwei","family":"Ruan","sequence":"additional","affiliation":[{"name":"Institute of Artificial Intelligence, Beihang University,State Key Laboratory of Virtual Reality Technology and Systems"}]},{"given":"Yao","family":"Huang","sequence":"additional","affiliation":[{"name":"Institute of Artificial Intelligence, Beihang University,State Key Laboratory of Virtual Reality Technology and Systems"}]},{"given":"Shiji","family":"Zhao","sequence":"additional","affiliation":[{"name":"Institute of Artificial Intelligence, Beihang University,State Key Laboratory of Virtual Reality Technology and Systems"}]},{"given":"Xingxing","family":"Wei","sequence":"additional","affiliation":[{"name":"Institute of Artificial Intelligence, Beihang University,State Key Laboratory of Virtual Reality Technology and Systems"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.heliyon.2024.e34922"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.52202\/079017-2620"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.52202\/068431-1723"},{"key":"ref4","article-title":"Openflamingo: An opensource framework for training large autoregressive visionlanguage models","author":"Awadalla","year":"2023","journal-title":"arXiv preprint"},{"key":"ref5","article-title":"Microsoft coco captions: Data collection and evaluation server","author":"Chen","year":"2015","journal-title":"arXiv preprint"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr52733.2024.02283"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00276"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02325"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2020.3045810"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01580"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ICCVW54120.2021.00016"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098043"},{"key":"ref13","article-title":"The cma evolution strategy: A tutorial","author":"Hansen","year":"2016","journal-title":"arXiv preprint"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/WACV57701.2024.00387"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00775"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/VR51125.2022.00073"},{"key":"ref17","author":"Ilharco","year":"2021","journal-title":"openclip"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/15922.15902"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.acl-long.663"},{"key":"ref20","first-page":"12888","article-title":"Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation","volume-title":"International conference on machine learning","author":"Li","year":"2022"},{"key":"ref21","first-page":"1973019742","article-title":"Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models","volume-title":"International conference on machine learning","author":"Li","year":"2023"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.02366"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.52202\/075280-1516"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02484"},{"key":"ref25","author":"Liu","year":"2024","journal-title":"Llava-next: Improved reasoning, ocr, and world knowledge"},{"key":"ref26","article-title":"Visual instruction tuning","author":"Liu","year":"2024","journal-title":"Advances in neural information processing systems"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72658-3_13"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72983-6_8"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v39i6.32616"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/3746027.3755188"},{"key":"ref31","article-title":"Vilbert: Pretraining task-agnostic visiolinguistic representations for vision-and-language tasks","author":"Lu","year":"2019","journal-title":"Advances in neural information processing systems, 32"},{"key":"ref32","article-title":"Understanding zero-shot adversarial robustness for large-scale models","author":"Mao","year":"2022","journal-title":"arXiv preprint"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW50498.2020.00415"},{"key":"ref34","article-title":"cmaes: A simple yet practical python library for cma-es","author":"Nomura","year":"2024","journal-title":"arXiv preprint"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2024.3359755"},{"key":"ref36","first-page":"8748","article-title":"Learning transferable visual models from natural language supervision","volume-title":"International conference on machine learning","author":"Radford","year":"2021"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00434"},{"key":"ref38","article-title":"Improving viewpoint robust-ness for visual recognition via adversarial training","author":"Ruan","year":"2023","journal-title":"arXiv preprint"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-73347-5_18"},{"key":"ref40","article-title":"Eva-clip: Improved training techniques for clip at scale","author":"Sun","year":"2023","journal-title":"arXiv preprint"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3680659"},{"key":"ref42","article-title":"Drivevlm: The convergence of autonomous driving and large vision-language models","author":"Tian","year":"2024","journal-title":"arXiv preprint"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr52733.2024.00914"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00411"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2025.acl-long.620"},{"key":"ref46","article-title":"Demystifying clip data","author":"Xu","year":"2023","journal-title":"arXiv preprint"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/LRA.2024.3440097"},{"key":"ref48","author":"Zhang","year":"2024","journal-title":"Ic-light github page"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00068"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.52202\/079017-1561"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.52202\/075280-2020"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01491"}],"event":{"name":"2025 IEEE\/CVF International Conference on Computer Vision (ICCV)","location":"Honolulu, HI, USA","start":{"date-parts":[[2025,10,19]]},"end":{"date-parts":[[2025,10,25]]}},"container-title":["2025 IEEE\/CVF International Conference on Computer Vision (ICCV)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11443115\/11443287\/11444818.pdf?arnumber=11444818","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T05:07:24Z","timestamp":1777612044000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11444818\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,19]]},"references-count":52,"URL":"https:\/\/doi.org\/10.1109\/iccv51701.2025.00976","relation":{},"subject":[],"published":{"date-parts":[[2025,10,19]]}}}