ResearchBenchmarksMedical Image Classification on VinDr-CXRMedical Image Classification on VinDr-CXRFollow0.84AUC (Lung opacity)ProtoCLIP0.62160.67830.7350.7917Apr 20, 2026Evaluation resultsMethodMethodLinksAUC (Lung opacity)AUC (Atelectasis)AUC (Pleural effusion)ProtoCLIPSetting=Zero-shotSetting=Zero-shot2026.040.840.820.96MedKLIPSetting=Zero-shotSetting=Zero-shot2026.040.830.870.96BioVil-TSetting=Zero-shotSetting=Zero-shot2026.040.790.670.95CheXZeroSetting=Zero-shotSetting=Zero-shot2026.040.790.720.95GloriaSetting=Zero-shotSetting=Zero-shot2026.040.630.610.67