Video Classification on UCF101 (Robustness Evaluation)
71.37Acc (Gaussian Noise)VITTA
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VITTABackbone=TANet, Batch Size=82022.11 | 71.37 | 64.55 | 45.84 | 91.44 | 87.68 | 71.9 | 70.76 | 80.32 | 91.7 | 86.78 | 93.07 | 84.56 | 78.33 | |
| TENTBackbone=TANet, Batch Size=82022.11 | 58.34 | 53.34 | 35.77 | 89.61 | 87.68 | 59.08 | 64.92 | 75.59 | 90.99 | 82.53 | 92.12 | 85.09 | 72.92 | |
| SHOTBackbone=TANet, Batch Size=82022.11 | 46.1 | 43.33 | 29.5 | 85.51 | 82.95 | 47.53 | 53.77 | 63.37 | 88.69 | 73.3 | 89.82 | 82.66 | 65.54 | |
| NORMBackbone=TANet, Batch Size=82022.11 | 45.23 | 42.43 | 27.91 | 86.25 | 84.43 | 46.31 | 54.32 | 64.19 | 89.19 | 75.26 | 90.43 | 83.27 | 65.77 | |
| DUABackbone=TANet, Batch Size=12022.11 | 36.61 | 33.97 | 22.39 | 80.25 | 77.13 | 36.72 | 44.89 | 55.67 | 85.12 | 30.58 | 82.66 | 78.14 | 55.34 | |
| T3ABackbone=TANet, Batch Size=82022.11 | 19.35 | 26.57 | 8.83 | 77.19 | 79.38 | 18.64 | 40.68 | 58.61 | 86.12 | 67.22 | 84 | 83.45 | 54.17 | |
| Source-OnlyBackbone=TANet, Batch Size=82022.11 | 17.92 | 23.66 | 7.85 | 72.48 | 76.04 | 17.16 | 37.51 | 54.51 | 83.4 | 62.68 | 81.44 | 81.58 | 51.35 |