Multimodal Classification on CUB (train test)
0.938AccuracyTAHCD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TAHCDCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 0.938 | 0.938 | 0.936 | |
| TAHCDCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 0.936 | 0.935 | 0.935 | |
| PDFCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 0.919 | 0.92 | 0.919 | |
| MLCLNetCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 0.902 | 0.903 | 0.899 | |
| PDFCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 0.901 | 0.901 | 0.902 | |
| DisNCLCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 0.9 | 0.902 | 0.902 | |
| ASLCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 0.899 | 0.897 | 0.89 | |
| SPSCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 0.893 | 0.894 | 0.891 | |
| MDCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 0.892 | 0.891 | 0.889 | |
| SMILECross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 0.886 | 0.886 | 0.883 | |
| QMFCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 0.883 | 0.883 | 0.879 | |
| MDCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 0.882 | 0.882 | 0.882 | |
| QMFCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 0.865 | 0.865 | 0.864 | |
| MLCLNetCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 0.864 | 0.865 | 0.863 | |
| DisNCLCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 0.852 | 0.853 | 0.853 | |
| ASLCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 0.851 | 0.85 | 0.852 | |
| SPSCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 0.834 | 0.832 | 0.836 | |
| SMILECross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 0.82 | 0.819 | 0.819 | |
| TAHCDCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 0.764 | 0.763 | 0.766 | |
| TAHCDCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 0.753 | 0.752 | 0.754 | |
| DisNCLCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 0.719 | 0.718 | 0.72 | |
| ASLCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 0.717 | 0.716 | 0.716 | |
| SPSCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 0.716 | 0.712 | 0.719 | |
| DisNCLCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 0.708 | 0.709 | 0.709 | |
| ASLCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 0.704 | 0.705 | 0.705 | |
| QMFCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 0.703 | 0.702 | 0.695 | |
| SPSCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 0.702 | 0.701 | 0.709 | |
| MDCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 0.694 | 0.693 | 0.69 | |
| PDFCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 0.694 | 0.693 | 0.683 | |
| MLCLNetCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 0.692 | 0.688 | 0.681 | |
| MDCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 0.685 | 0.68 | 0.678 | |
| PDFCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 0.685 | 0.679 | 0.672 | |
| MLCLNetCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 0.676 | 0.677 | 0.683 | |
| QMFCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 0.648 | 0.651 | 0.648 | |
| SMILECross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 0.622 | 0.623 | 0.619 | |
| SMILECross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 0.568 | 0.564 | 0.559 |