{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,11]],"date-time":"2026-02-11T21:46:59Z","timestamp":1770846419284,"version":"3.50.1"},"reference-count":28,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,12,15]],"date-time":"2025-12-15T00:00:00Z","timestamp":1765756800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,12,15]],"date-time":"2025-12-15T00:00:00Z","timestamp":1765756800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62072135"],"award-info":[{"award-number":["62072135"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,12,15]]},"DOI":"10.1109\/bibm66473.2025.11356296","type":"proceedings-article","created":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T21:19:40Z","timestamp":1769721580000},"page":"5637-5642","source":"Crossref","is-referenced-by-count":0,"title":["Advancing Reliable Medical VQA: Evaluation and Enhancement of Model Robustness"],"prefix":"10.1109","author":[{"given":"Shuning","family":"He","sequence":"first","affiliation":[{"name":"Harbin Engineering University,Department of Computer Science and Technology,Harbin,China"}]},{"given":"Da","family":"Ren","sequence":"additional","affiliation":[{"name":"The Hong Kong Polytechnic University,Department of Computing,Hong Kong,China"}]},{"given":"Haiwei","family":"Pan","sequence":"additional","affiliation":[{"name":"Harbin Engineering University,Department of Computer Science and Technology,Harbin,China"}]},{"given":"Kejia","family":"Zhang","sequence":"additional","affiliation":[{"name":"Harbin Engineering University,Department of Computer Science and Technology,Harbin,China"}]},{"given":"Qing","family":"Li","sequence":"additional","affiliation":[{"name":"The Hong Kong Polytechnic University,Department of Computing,Hong Kong,China"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.1910340618"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.bspc.2018.01.010"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.3390\/s18041019"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1038\/sdata.2018.251"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ISBI48211.2021.9434010"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-32251-9_57"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2022.3185008"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2023.findings-eacl.88"},{"key":"ref9","first-page":"28541","article-title":"Llava-med: Training a large language-and-vision assistant for biomedicine in one day","volume":"36","author":"Li","year":"2023","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/BIBM58861.2023.10385332"},{"key":"ref11","article-title":"Pmc-vqa: Visual instruction tuning for medical visual question answering","author":"Zhang","year":"2023","journal-title":"arXiv preprint arXiv"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0100240"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1186\/1687-5281-2011-15"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/NSSMIC.2001.1008660"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2010.2040932"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.compmedimag.2014.05.002"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/42.993128"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/B0-08-044854-2\/00306-0"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1177\/0267658314554498"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1002\/9781405198431.wbeal0695"},{"key":"ref21","article-title":"Minicpm-v: A gpt-4v level mllm on your phone","author":"Yao","year":"2024","journal-title":"arXiv preprint arXiv"},{"key":"ref22","first-page":"arXiv","article-title":"The llama 3 herd of models","author":"Dubey","year":"2024","journal-title":"arXiv e-prints"},{"key":"ref23","article-title":"Qwen technical report","author":"Bai","year":"2023","journal-title":"arXiv preprint arXiv"},{"key":"ref24","article-title":"Deepseek-vl2: Mixture-of-experts vision-language models for advanced multimodal understanding","author":"Wu","year":"2024","journal-title":"arXiv preprint arXiv"},{"key":"ref25","first-page":"3489234916","article-title":"Visual instruction tuning","volume":"36","author":"Liu","year":"2023","journal-title":"Advances in neural information processing systems"},{"key":"ref26","volume-title":"Llavanext: Improved reasoning, ocr, and world knowledge","author":"Liu","year":"2024"},{"issue":"8","key":"ref27","article-title":"Qwen-vl: A versatile vision-language model for understanding, localization, text reading, and beyond. arxiv 2023","volume":"1","author":"Bai","year":"2023","journal-title":"arXiv preprint arXiv"},{"key":"ref28","article-title":"Gpt-4 technical report","author":"Achiam","year":"2023","journal-title":"arXiv preprint arXiv"}],"event":{"name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","location":"Wuhan, China","start":{"date-parts":[[2025,12,15]]},"end":{"date-parts":[[2025,12,18]]}},"container-title":["2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11355913\/11355975\/11356296.pdf?arnumber=11356296","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,11]],"date-time":"2026-02-11T20:53:24Z","timestamp":1770843204000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11356296\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,15]]},"references-count":28,"URL":"https:\/\/doi.org\/10.1109\/bibm66473.2025.11356296","relation":{},"subject":[],"published":{"date-parts":[[2025,12,15]]}}}