ResearchBenchmarksMedical Visual Question Answering on VQA 2019 (test)Follow79.87Overall AccuracyM3AE65.757269.421173.08576.7489Sep 15, 2022Apr 9, 2023Nov 2, 2023May 27, 2024Dec 19, 2024Jul 14, 2025Feb 6, 2026Evaluation ResultsMethodMethodLinksOverall AccuracyM3AEvision encoder=CLIP-Vi...vision encoder=CLIP-ViT-B, language encoder=RoBERTa-base2022.0979.87MEVF-BAN2022.0977.86Robust-MMREvaluation Setting=Per...Evaluation Setting=Perturbed2026.0276.8CPRDEvaluation Setting=Per...Evaluation Setting=Perturbed2026.0269.6MEVF-SAN2022.0968.9MEVFEvaluation Setting=Per...Evaluation Setting=Perturbed2026.0268.1BANEvaluation Setting=Per...Evaluation Setting=Perturbed2026.0266.3