Abnormality Detection on CT-RATE official (test)
77AUCCA-GCL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CA-GCLProtocol=Zero-shot, Prompt Evaluation=Mean performance and standard deviation across five different prompt templates2026.05 | 77 | 71.6 | 74.6 | 37.3 | 71.2 | 72.7 | |
| CT-LiProProtocol=Supervised, Note=Enhanced version of CT-CLIP further fine-tuned2026.05 | 76.1 | 69.1 | 72.6 | 34.3 | — | — | |
| CT-VocabFineProtocol=Supervised, Note=Enhanced version of CT-CLIP further fine-tuned2026.05 | 76 | 70.4 | 73.8 | 35.6 | — | — | |
| ViSD-BoostProtocol=Zero-shot, Prompt Evaluation=Mean performance and standard deviation across five different prompt templates2026.05 | 73.6 | 69.3 | 72.6 | 34.8 | 68.9 | 70.1 | |
| CT-CLIPProtocol=Zero-shot2026.05 | 73.3 | 66.9 | 70.8 | 32.6 | — | — | |
| MerlinProtocol=Zero-shot2026.05 | 72.8 | 67.2 | 70.9 | 33.7 | 66.8 | 70.1 | |
| fVLMProtocol=Zero-shot, Prompt Evaluation=Mean performance and standard deviation across five different prompt templates2026.05 | 71.8 | 67.1 | 70.6 | 33.5 | 66.8 | 68.7 | |
| BIUDProtocol=Zero-shot2026.05 | 71.3 | 68.1 | 71.6 | 33.8 | 68.6 | 67.3 |