Calcification Classification on internal 3D heart CT dataset
58.33AccuracyConVIRT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ConVIRTZero-shot=false2026.04 | 58.33 | 70 | 94.59 | 20 | 55.56 | 77.78 | 57.3 | |
| MApLeZero-shot=true2026.04 | 57.31 | 60.78 | 65.15 | 49.22 | 56.95 | 57.8 | 57.19 | |
| CLIPZero-shot=false2026.04 | 51.39 | 67.89 | 100 | 0 | 51.39 | 0 | 50 | |
| LSE+NLZero-shot=true2026.04 | 51.39 | 67.89 | 100 | 0 | 51.39 | 0 | 50 | |
| GLoRIAZero-shot=true2026.04 | 47.22 | 44.93 | 41.89 | 52.86 | 48.44 | 46.25 | 47.38 | |
| CLIPZero-shot=false2026.04 | 0.9028 | 0 | 0 | 1 | 0 | 0.9028 | 0.5 | |
| ConVIRTZero-shot=false2026.04 | 0.9028 | 0 | 0 | 1 | 0 | 0.9028 | 0.5 | |
| MApLeZero-shot=true2026.04 | 0.8731 | 0.0571 | 0.0384 | 0.9658 | 0.1111 | 0.9004 | 0.5021 | |
| GLoRIAZero-shot=true2026.04 | 0.7917 | 0.2105 | 0.2857 | 0.8462 | 0.1667 | 0.9167 | 0.5659 | |
| LSE+NLZero-shot=true2026.04 | 0.0996 | 0.1811 | 1 | 0 | 0.0996 | 0 | 0.5 |