Image Classification on SIIM (test)
97.4F1 ScoreAFLoc
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AFLocLabel Percentage=100%2026.03 | 97.4 | — | — | |
| CoGazeLabel Percentage=100%2026.03 | 97.4 | — | — | |
| EGMALabel Percentage=100%2026.03 | 97.1 | — | — | |
| CheXWorldLabel Percentage=100%2026.03 | 95.9 | — | — | |
| CoGazeLabel Percentage=10%2026.03 | 78.2 | — | — | |
| AFLocLabel Percentage=10%2026.03 | 78 | — | — | |
| CoGazeLabel Percentage=1%2026.03 | 76.6 | — | — | |
| EGMALabel Percentage=10%2026.03 | 76 | — | — | |
| MedCLIP-ViTLabel Percentage=100%2026.03 | 75.7 | — | — | |
| MRMLabel Percentage=100%2026.03 | 75.6 | — | — | |
| CheXWorldLabel Percentage=10%2026.03 | 75.4 | — | — | |
| EGMALabel Percentage=1%2026.03 | 73.8 | — | — | |
| MGCA-ViTLabel Percentage=100%2026.03 | 73.3 | — | — | |
| MedKLIPLabel Percentage=100%2026.03 | 72.7 | — | — | |
| REFERSLabel Percentage=100%2026.03 | 72.6 | — | — | |
| M-FLAGLabel Percentage=100%2026.03 | 72.1 | — | — | |
| MedCLIP-ViTLabel Percentage=10%2026.03 | 71.5 | — | — | |
| MRMLabel Percentage=10%2026.03 | 69.3 | — | — | |
| MedCLIP-ViTLabel Percentage=1%2026.03 | 68.6 | — | — | |
| MGCA-ViTLabel Percentage=10%2026.03 | 68.6 | — | — | |
| REFERSLabel Percentage=10%2026.03 | 66.9 | — | — | |
| MGCA-ViTLabel Percentage=1%2026.03 | 66.3 | — | — | |
| MRMLabel Percentage=1%2026.03 | 65 | — | — | |
| MedKLIPLabel Percentage=10%2026.03 | 64.4 | — | — | |
| M-FLAGLabel Percentage=10%2026.03 | 61.8 | — | — | |
| MedKLIPLabel Percentage=1%2026.03 | 61.4 | — | — | |
| REFERSLabel Percentage=1%2026.03 | 60.8 | — | — | |
| AFLocLabel Percentage=1%2026.03 | 57.8 | — | — | |
| CheXWorldLabel Percentage=1%2026.03 | 53.1 | — | — | |
| M-FLAGLabel Percentage=1%2026.03 | 47.1 | — | — | |
| ACE-LoRAEvaluation Mode=Zero-shot2026.03 | — | 73.35 | 81.51 | |
| BiomedCLIPCategory=Generalist Medical VLM, Evaluation Mode=Zero-shot2026.03 | — | 61.4 | 64.31 | |
| BioVILCategory=Specialist Medical VLM, Evaluation Mode=Zero-shot2026.03 | — | 53.32 | 59.99 | |
| BMC-CLIPCategory=Generalist Medical VLM, Evaluation Mode=Zero-shot2026.03 | — | 48.67 | 47.07 | |
| ConVIRTCategory=Specialist Medical VLM, Evaluation Mode=Zero-shot2026.03 | — | 46.54 | 49.09 | |
| GLoRIACategory=Specialist Medical VLM, Evaluation Mode=Zero-shot2026.03 | — | 48.67 | 50.13 | |
| KADCategory=Specialist Medical VLM, Evaluation Mode=Zero-shot2026.03 | — | 57.19 | 51.22 | |
| MGCACategory=Specialist Medical VLM, Evaluation Mode=Zero-shot2026.03 | — | 58.52 | 62.55 | |
| PMC-CLIPCategory=Generalist Medical VLM, Evaluation Mode=Zero-shot2026.03 | — | 51.02 | 51.57 | |
| PRIORCategory=Specialist Medical VLM, Evaluation Mode=Zero-shot2026.03 | — | 60.38 | 63.25 |