Multimodal Classification on ROSMAP (train test)
87.7AccuracyTAHCD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TAHCDCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 87.7 | 88.1 | 93.2 | |
| PDFCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 83 | 83 | 90.2 | |
| ASLCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 81.2 | 81 | 88.4 | |
| TAHCDCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 81.1 | 81.1 | 85.6 | |
| DisNCLCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 81 | 81.3 | 88.5 | |
| SPSCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 80.4 | 80.8 | 88.1 | |
| MDCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 80.2 | 82.9 | 87.1 | |
| MLCLNetCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 79.4 | 79.2 | 89.3 | |
| SMILECross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 79.2 | 79.5 | 87.4 | |
| TAHCDCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 79.2 | 79.6 | 84.5 | |
| QMFCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 78.3 | 78.1 | 85.1 | |
| TAHCDCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 76.4 | 78.6 | 77.2 | |
| PDFCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 75.5 | 79 | 83.2 | |
| DisNCLCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 75.1 | 76.3 | 82.4 | |
| ASLCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 74.7 | 76.2 | 82.3 | |
| DisNCLCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 74.2 | 74.6 | 81.9 | |
| SPSCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 74.2 | 75.5 | 81.3 | |
| MLCLNetCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 74.1 | 78.5 | 82.5 | |
| ASLCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 73.4 | 74.1 | 81.5 | |
| PDFCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 72.6 | 73.9 | 78.1 | |
| DisNCLCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 70.9 | 73.3 | 72.5 | |
| QMFCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 70.8 | 75 | 78.9 | |
| QMFCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 70.8 | 69.3 | 73.1 | |
| MLCLNetCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 70.4 | 70.6 | 76.2 | |
| ASLCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 70.4 | 73.1 | 71.8 | |
| SPSCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 70.2 | 74.5 | 75.2 | |
| SPSCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 69.2 | 72.4 | 71.3 | |
| SMILECross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 69.1 | 70 | 77.4 | |
| MDCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 68.9 | 73.6 | 78.6 | |
| PDFCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 68.9 | 72.7 | 72.3 | |
| SMILECross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 68.4 | 68.9 | 70.2 | |
| MDCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 67.9 | 72.8 | 77.3 | |
| SMILECross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 67.6 | 72.3 | 71.1 | |
| MDCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 66 | 72.7 | 72.1 | |
| MLCLNetCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 64.9 | 70.1 | 71.5 | |
| QMFCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 62.2 | 69.2 | 70.1 |