Multimodal Classification on FOOD-101 UPMC (train test)
94.2AccuracyTAHCD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TAHCDCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 94.2 | 94.4 | 94.2 | |
| TAHCDCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 94 | 94.1 | 94.1 | |
| PDFCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 92.3 | 92.7 | 92.7 | |
| MDCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 92.2 | 92.4 | 92.3 | |
| DisNCLCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 92.2 | 92.5 | 92.4 | |
| PDFCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 92.2 | 92.5 | 92.4 | |
| MLCLNetCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 92.1 | 92.2 | 92.1 | |
| ASLCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 92.1 | 92.5 | 91.9 | |
| SPSCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 91.9 | 92 | 91.8 | |
| QMFCross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 91.7 | 92.2 | 92.1 | |
| SMILECross-modality noise level η=0, Modality-specific noise level ε=02026.01 | 91.3 | 91.7 | 91.6 | |
| QMFCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 91.2 | 91.7 | 91.7 | |
| DisNCLCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 91.2 | 91.5 | 91.4 | |
| ASLCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 91.1 | 91.5 | 91.5 | |
| SPSCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 90.5 | 90.7 | 90.5 | |
| SMILECross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 89.7 | 90.1 | 90 | |
| MDCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 89.2 | 90.1 | 90.1 | |
| MLCLNetCross-modality noise level η=0, Modality-specific noise level ε=52026.01 | 88.7 | 88.5 | 88.7 | |
| TAHCDCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 77.5 | 77.6 | 77.6 | |
| TAHCDCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 76.3 | 76.1 | 76.2 | |
| DisNCLCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 74.8 | 74.6 | 74.5 | |
| QMFCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 74.4 | 74.3 | 74.3 | |
| ASLCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 74.2 | 74.3 | 74.3 | |
| SPSCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 74.1 | 74.4 | 74.4 | |
| MLCLNetCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 73.2 | 73 | 73.1 | |
| SMILECross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 73.2 | 73.4 | 73.4 | |
| MDCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 73.1 | 73.2 | 73.2 | |
| PDFCross-modality noise level η=10%, Modality-specific noise level ε=02026.01 | 73.1 | 73.2 | 73.2 | |
| PDFCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 72.3 | 72.4 | 72.4 | |
| DisNCLCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 72.2 | 72.3 | 72.3 | |
| ASLCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 72 | 71.8 | 71.7 | |
| SPSCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 71.8 | 71.8 | 71.5 | |
| QMFCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 71.2 | 71.7 | 71.7 | |
| SMILECross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 70.8 | 71.3 | 71.2 | |
| MLCLNetCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 69.9 | 69.8 | 70.1 | |
| MDCross-modality noise level η=10%, Modality-specific noise level ε=52026.01 | 69.2 | 69.3 | 69.3 |