Image Classification on CheXpert 5x200 (test)
49.8AccuracyACE-LoRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ACE-LoRAEvaluation Mode=Zero-shot2026.03 | 49.8 | 80.87 | |
| BioVILCategory=Specialist Medical VLM, Evaluation Mode=Zero-shot2026.03 | 48.4 | 76.99 | |
| ConVIRTCategory=Specialist Medical VLM, Evaluation Mode=Zero-shot2026.03 | 45.1 | 75.82 | |
| GLORIAevaluation_protocol=zero-shot2025.03 | 45 | — | |
| MedUnifier (w TIG)evaluation_protocol=zero-shot, TIG module=enabled2025.03 | 43.5 | — | |
| BioViLevaluation_protocol=zero-shot2025.03 | 42.2 | — | |
| REFERSevaluation_protocol=zero-shot2025.03 | 41.8 | — | |
| MedCLIPevaluation_protocol=zero-shot2025.03 | 41.1 | — | |
| MGCAevaluation_protocol=zero-shot2025.03 | 40.9 | — | |
| MedUnifier (w/o TIG)evaluation_protocol=zero-shot, TIG module=disabled2025.03 | 40.8 | — | |
| PRIORCategory=Specialist Medical VLM, Evaluation Mode=Zero-shot2026.03 | 40.1 | 72.68 | |
| CXR-CLIPevaluation_protocol=zero-shot2025.03 | 35.9 | — | |
| BiomedCLIPCategory=Generalist Medical VLM, Evaluation Mode=Zero-shot2026.03 | 35.5 | 67.46 | |
| ConVIRTevaluation_protocol=zero-shot2025.03 | 35.2 | — | |
| GLoRIACategory=Specialist Medical VLM, Evaluation Mode=Zero-shot2026.03 | 24.8 | 71.6 | |
| BMC-CLIPCategory=Generalist Medical VLM, Evaluation Mode=Zero-shot2026.03 | 24.7 | 55.99 | |
| KADCategory=Specialist Medical VLM, Evaluation Mode=Zero-shot2026.03 | 23.5 | 51.54 | |
| PMC-CLIPCategory=Generalist Medical VLM, Evaluation Mode=Zero-shot2026.03 | 23 | 52.58 | |
| MGCACategory=Specialist Medical VLM, Evaluation Mode=Zero-shot2026.03 | 21.4 | 52.62 |