Benign-malignant classification on CH dataset
94.2AUCTARDis
Evaluation Results
| Method | Links | |
|---|---|---|
| TARDisV=true, D=true2025.12 | 94.2 | |
| TARDisN=true, V=true, D=true2025.12 | 93.3 | |
| TARDisA=true, V=true, D=true2025.12 | 93.2 | |
| TARDisN=true, A=true, V=true, D=true2025.12 | 92.4 | |
| TARDisA=true, V=true2025.12 | 91.8 | |
| TARDisN=true, A=true, D=true2025.12 | 91.8 | |
| TARDisN=true, V=true2025.12 | 91.5 | |
| TARDisN=true, D=true2025.12 | 91.4 | |
| TARDisA=true, D=true2025.12 | 91.3 | |
| TARDisN=true, A=true, V=true2025.12 | 91.3 | |
| TARDisAggregate=Average2025.12 | 91.2 | |
| TARDisD=true2025.12 | 90.7 | |
| TARDisV=true2025.12 | 90.3 | |
| TARDisN=true, A=true2025.12 | 89.9 | |
| TARDisA=true2025.12 | 89.1 | |
| TARDisN=true2025.12 | 86.5 | |
| M3AEN=true, A=true, V=true, D=true2025.12 | 83.3 | |
| M3AEN=true, A=true, D=true2025.12 | 81.8 | |
| M3AEN=true, V=true, D=true2025.12 | 81.7 | |
| M3AEN=true, A=true, V=true2025.12 | 80.8 | |
| M3AEN=true, V=true2025.12 | 76.3 | |
| M3AEN=true, A=true2025.12 | 75.7 | |
| M2FTransA=true, V=true, D=true2025.12 | 74.4 | |
| M2FTransV=true, D=true2025.12 | 74.1 | |
| M2FTransA=true, D=true2025.12 | 74 | |
| M2FTransA=true, V=true2025.12 | 72.7 | |
| M2FTransV=true2025.12 | 71.8 | |
| M2FTransA=true2025.12 | 71.5 | |
| M3AEN=true, D=true2025.12 | 71.5 | |
| M2FTransD=true2025.12 | 71.4 | |
| M2FTransN=true, A=true, V=true, D=true2025.12 | 71.3 | |
| M2FTransN=true, V=true, D=true2025.12 | 71 | |
| M2FTransAggregate=Average2025.12 | 70.7 | |
| M2FTransN=true, A=true, D=true2025.12 | 70 | |
| M2FTransN=true, A=true, V=true2025.12 | 69.8 | |
| RFNetN=true, D=true2025.12 | 69.7 | |
| RFNetN=true, V=true, D=true2025.12 | 69.4 | |
| RFNetV=true, D=true2025.12 | 69.1 | |
| RFNetN=true, A=true, V=true, D=true2025.12 | 68.9 | |
| M2FTransN=true, D=true2025.12 | 68.8 | |
| M3AEAggregate=Average2025.12 | 68 | |
| M2FTransN=true, V=true2025.12 | 67.7 | |
| M2FTransN=true, A=true2025.12 | 67.5 | |
| RFNetN=true, A=true, D=true2025.12 | 67.4 | |
| RFNetA=true, V=true, D=true2025.12 | 67 | |
| M3AEV=true2025.12 | 66 | |
| M2FTransN=true2025.12 | 64.9 | |
| RFNetV=true2025.12 | 63.7 | |
| RFNetN=true, V=true2025.12 | 62.9 | |
| RFNetN=true, A=true, V=true2025.12 | 62.3 | |
| M3AEN=true2025.12 | 61.6 | |
| RFNetAggregate=Average2025.12 | 61.4 | |
| M3AEA=true, V=true, D=true2025.12 | 59.3 | |
| mmFormerA=true, V=true2025.12 | 58.8 | |
| RFNetN=true, A=true2025.12 | 58.7 | |
| M3AEV=true, D=true2025.12 | 58.5 | |
| mmFormerV=true2025.12 | 58 | |
| RFNetD=true2025.12 | 57.5 | |
| M3AEA=true, V=true2025.12 | 56.9 | |
| M3AED=true2025.12 | 56.4 | |
| M3AEA=true2025.12 | 56.2 | |
| RFNetN=true2025.12 | 55.7 | |
| RFNetA=true, V=true2025.12 | 54.6 | |
| M3AEA=true, D=true2025.12 | 53.9 | |
| mmFormerN=true, V=true, D=true2025.12 | 52.1 | |
| mmFormerN=true, A=true, D=true2025.12 | 52 | |
| mmFormerN=true, A=true, V=true, D=true2025.12 | 52 | |
| mmFormerD=true2025.12 | 50.9 | |
| mmFormerA=true, V=true, D=true2025.12 | 50.1 | |
| mmFormerN=true, D=true2025.12 | 49.9 | |
| mmFormerAggregate=Average2025.12 | 49.6 | |
| RFNetA=true, D=true2025.12 | 49.5 | |
| mmFormerN=true, A=true, V=true2025.12 | 49.1 | |
| mmFormerV=true, D=true2025.12 | 48.4 | |
| mmFormerN=true, V=true2025.12 | 47.8 | |
| mmFormerN=true, A=true2025.12 | 46.1 | |
| mmFormerA=true2025.12 | 45.9 | |
| mmFormerN=true2025.12 | 45.4 | |
| RFNetA=true2025.12 | 44.1 | |
| mmFormerA=true, D=true2025.12 | 36.9 |