Multimodal Classification on BRCA (train test)
85.6AccuracyTAHCD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TAHCDCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 85.6 | 85.7 | 82.4 | |
| TAHCDCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 84.4 | 84 | 80 | |
| PDFCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 83.7 | 83.6 | 79.9 | |
| QMFCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 82.5 | 82.3 | 79.1 | |
| MLCLNetCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 82.3 | 82.2 | 78.6 | |
| MDCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 82.1 | 81.7 | 76.4 | |
| DisNCLCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 81.2 | 81.2 | 79.3 | |
| ASLCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 80.9 | 80.5 | 79.1 | |
| SMILECross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 80.5 | 81 | 78.2 | |
| SPSCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 79.8 | 80.3 | 78.4 | |
| PDFCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 78.3 | 77.4 | 69 | |
| TAHCDCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 77.4 | 77 | 69.4 | |
| MLCLNetCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 77 | 76.6 | 70.8 | |
| QMFCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 76.4 | 75.8 | 71 | |
| DisNCLCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 76.3 | 73.4 | 69.8 | |
| MDCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 76 | 73.6 | 67.4 | |
| ASLCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 75.5 | 73.2 | 69.1 | |
| TAHCDCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 73.2 | 71.9 | 60.1 | |
| SPSCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 72.1 | 67.4 | 54.7 | |
| DisNCLCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 72 | 72.3 | 62.6 | |
| ASLCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 71.9 | 71.4 | 62.8 | |
| SPSCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 71.6 | 71.1 | 58.2 | |
| SMILECross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 71.5 | 67 | 54.3 | |
| PDFCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 70.8 | 69.7 | 54.5 | |
| MLCLNetCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 70.4 | 68.2 | 50.5 | |
| SMILECross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 68.9 | 64.6 | 50.2 | |
| QMFCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 68.8 | 64.9 | 50.3 | |
| DisNCLCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 68.5 | 67.1 | 50.9 | |
| ASLCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 68.2 | 66.5 | 50.2 | |
| SPSCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 68.1 | 66.2 | 48.3 | |
| SMILECross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 66.8 | 65.9 | 47.8 | |
| PDFCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 65.8 | 58.5 | 42.4 | |
| MLCLNetCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 65.1 | 58.2 | 42.1 | |
| MDCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 65 | 56.7 | 41.7 | |
| QMFCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 65 | 58.9 | 44.4 | |
| MDCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 60.5 | 48.1 | 31 |