Classification on UPMC-Food101 CMML
80.23APDeLo
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DeLoη=10%, #Image=90%, #Text=100%2026.03 | 80.23 | 7.88 | |
| DeLoη=30%, #Image=70%, #Text=100%2026.03 | 78.2 | 6.34 | |
| DeLoη=10%, #Image=95%, #Text=95%2026.03 | 78.12 | 10.32 | |
| DeLoη=10%, #Image=100%, #Text=90%2026.03 | 77.19 | 10.21 | |
| DeLoη=50%, #Image=50%, #Text=100%2026.03 | 76.38 | 7.39 | |
| DeLoη=70%, #Image=30%, #Text=100%2026.03 | 74.8 | 5.32 | |
| DeLoη=90%, #Image=10%, #Text=100%2026.03 | 74.21 | 4.83 | |
| DeLoη=30%, #Image=100%, #Text=70%2026.03 | 74.08 | 9.69 | |
| DeLoη=30%, #Image=85%, #Text=85%2026.03 | 73.63 | 8.89 | |
| RebQη=10%, #Image=90%, #Text=100%2026.03 | 72.46 | 7.64 | |
| RebQη=30%, #Image=70%, #Text=100%2026.03 | 71.62 | 6.44 | |
| DeLoη=50%, #Image=100%, #Text=50%2026.03 | 71.41 | 14.77 | |
| RebQη=10%, #Image=95%, #Text=95%2026.03 | 71.06 | 8.22 | |
| DeLoη=50%, #Image=75%, #Text=75%2026.03 | 70.59 | 8.27 | |
| DeLoη=70%, #Image=100%, #Text=30%2026.03 | 70.04 | 14.91 | |
| RebQη=70%, #Image=30%, #Text=100%2026.03 | 69.41 | 3.73 | |
| RebQη=50%, #Image=50%, #Text=100%2026.03 | 69.23 | 5.84 | |
| RebQη=10%, #Image=100%, #Text=90%2026.03 | 68.67 | 9.5 | |
| RebQη=90%, #Image=10%, #Text=100%2026.03 | 67.71 | 4.71 | |
| DeLoη=70%, #Image=65%, #Text=65%2026.03 | 67.42 | 9.41 | |
| DeLoη=90%, #Image=100%, #Text=10%2026.03 | 67.3 | 15.68 | |
| RebQη=30%, #Image=85%, #Text=85%2026.03 | 66.37 | 8.07 | |
| DeLoη=90%, #Image=55%, #Text=55%2026.03 | 63.37 | 10.97 | |
| RebQη=50%, #Image=75%, #Text=75%2026.03 | 62.4 | 8.24 | |
| RebQη=30%, #Image=100%, #Text=70%2026.03 | 62.06 | 10.76 | |
| RebQη=70%, #Image=65%, #Text=65%2026.03 | 59.92 | 8.56 | |
| DualPromptη=10%, #Image=90%, #Text=100%2026.03 | 59.9 | 1.72 | |
| DualPromptη=10%, #Image=100%, #Text=90%2026.03 | 59.56 | 3.38 | |
| DualPromptη=10%, #Image=95%, #Text=95%2026.03 | 58.18 | 6.32 | |
| RebQη=50%, #Image=100%, #Text=50%2026.03 | 55.87 | 12.07 | |
| RebQη=90%, #Image=55%, #Text=55%2026.03 | 54.67 | 8.78 | |
| DualPromptη=30%, #Image=70%, #Text=100%2026.03 | 52.66 | 5.11 | |
| DualPromptη=30%, #Image=100%, #Text=70%2026.03 | 51.86 | 6.46 | |
| DualPromptη=90%, #Image=10%, #Text=100%2026.03 | 51.16 | 4.8 | |
| DualPromptη=70%, #Image=30%, #Text=100%2026.03 | 50.28 | 5.19 | |
| DualPromptη=50%, #Image=50%, #Text=100%2026.03 | 50.22 | 5.03 | |
| RebQη=70%, #Image=100%, #Text=30%2026.03 | 50 | 12.47 | |
| DualPromptη=30%, #Image=85%, #Text=85%2026.03 | 48.56 | 8.73 | |
| RebQη=90%, #Image=100%, #Text=10%2026.03 | 48.15 | 12.76 | |
| DualPromptη=50%, #Image=100%, #Text=50%2026.03 | 47.7 | 6.09 | |
| DualPromptη=50%, #Image=75%, #Text=75%2026.03 | 43.67 | 8.52 | |
| DualPromptη=70%, #Image=100%, #Text=30%2026.03 | 43.09 | 8.96 | |
| DualPromptη=70%, #Image=65%, #Text=65%2026.03 | 40.69 | 7.26 | |
| DualPromptη=90%, #Image=55%, #Text=55%2026.03 | 40.69 | 7.29 | |
| DualPromptη=90%, #Image=100%, #Text=10%2026.03 | 37.26 | 11.46 | |
| L2Pη=10%, #Image=90%, #Text=100%2026.03 | 35.21 | 5.51 | |
| L2Pη=30%, #Image=70%, #Text=100%2026.03 | 34.75 | 4.66 | |
| L2Pη=10%, #Image=100%, #Text=90%2026.03 | 34.09 | 5.8 | |
| L2Pη=10%, #Image=95%, #Text=95%2026.03 | 34 | 6.55 | |
| L2Pη=50%, #Image=50%, #Text=100%2026.03 | 32.18 | 4.55 | |
| L2Pη=70%, #Image=30%, #Text=100%2026.03 | 30.43 | 3.99 | |
| L2Pη=30%, #Image=100%, #Text=70%2026.03 | 30.4 | 6.53 | |
| L2Pη=90%, #Image=10%, #Text=100%2026.03 | 29.77 | 4.54 | |
| L2Pη=30%, #Image=85%, #Text=85%2026.03 | 29.76 | 6.87 | |
| L2Pη=50%, #Image=100%, #Text=50%2026.03 | 28.95 | 6.33 | |
| L2Pη=70%, #Image=100%, #Text=30%2026.03 | 26.57 | 5.8 | |
| L2Pη=50%, #Image=75%, #Text=75%2026.03 | 25.3 | 6.17 | |
| L2Pη=90%, #Image=100%, #Text=10%2026.03 | 24.94 | 5.6 | |
| MAPη=90%, #Image=10%, #Text=100%2026.03 | 24.89 | 70.84 | |
| L2Pη=70%, #Image=65%, #Text=65%2026.03 | 24.62 | 5.66 | |
| L2Pη=90%, #Image=55%, #Text=55%2026.03 | 24.62 | 5.66 | |
| MAPη=30%, #Image=70%, #Text=100%2026.03 | 24 | 77.12 | |
| MAPη=50%, #Image=50%, #Text=100%2026.03 | 23.85 | 75.59 | |
| MSPη=10%, #Image=90%, #Text=100%2026.03 | 23.29 | 78.98 | |
| MAPη=10%, #Image=95%, #Text=95%2026.03 | 22.84 | 80.13 | |
| MAPη=70%, #Image=30%, #Text=100%2026.03 | 22.48 | 75.21 | |
| MSPη=30%, #Image=70%, #Text=100%2026.03 | 22.21 | 76.02 | |
| MSPη=10%, #Image=95%, #Text=95%2026.03 | 22.12 | 79.35 | |
| MSPη=30%, #Image=85%, #Text=85%2026.03 | 21.89 | 79.01 | |
| MSPη=90%, #Image=10%, #Text=100%2026.03 | 21.69 | 71.23 | |
| MSPη=50%, #Image=50%, #Text=100%2026.03 | 21.57 | 77.99 | |
| MAPη=10%, #Image=90%, #Text=100%2026.03 | 21.53 | 82.2 | |
| MSPη=10%, #Image=100%, #Text=90%2026.03 | 21.45 | 80.03 | |
| MSPη=30%, #Image=100%, #Text=70%2026.03 | 21.37 | 79.95 | |
| MSPη=70%, #Image=30%, #Text=100%2026.03 | 21.22 | 75.21 | |
| MAPη=10%, #Image=100%, #Text=90%2026.03 | 20.66 | 82.5 | |
| MAPη=30%, #Image=85%, #Text=85%2026.03 | 20.66 | 79.81 | |
| MSPη=90%, #Image=55%, #Text=55%2026.03 | 20.45 | 74.31 | |
| MAPη=70%, #Image=65%, #Text=65%2026.03 | 20 | 75.95 | |
| MSPη=70%, #Image=65%, #Text=65%2026.03 | 19.76 | 76.54 | |
| MSPη=70%, #Image=100%, #Text=30%2026.03 | 19.29 | 78.17 | |
| MAPη=50%, #Image=75%, #Text=75%2026.03 | 18.66 | 79.8 | |
| MSPη=90%, #Image=100%, #Text=10%2026.03 | 18.62 | 75.14 | |
| MAPη=90%, #Image=55%, #Text=55%2026.03 | 18.41 | 75.19 | |
| MAPη=50%, #Image=100%, #Text=50%2026.03 | 18.18 | 79.77 | |
| MSPη=50%, #Image=75%, #Text=75%2026.03 | 18.1 | 78.04 | |
| MSPη=50%, #Image=100%, #Text=50%2026.03 | 17.88 | 77.31 | |
| MAPη=70%, #Image=100%, #Text=30%2026.03 | 17.68 | 77.82 | |
| MAPη=90%, #Image=100%, #Text=10%2026.03 | 16.92 | 76.6 | |
| MAPη=30%, #Image=100%, #Text=70%2026.03 | 16.57 | 83.77 |