Robust Action Classification on Kinetics50-2C bimodal (test)
38.18Gaussian Robustness AccBriMPR*
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BriMPR*Severity level=5, Continual setting=true2026.02 | 38.18 | 37.02 | 37.94 | 45.31 | 57.93 | 46.59 | 51.24 | 48.36 | 54.13 | 46.31 | 39.54 | 54.77 | 43.15 | 57.25 | 56.01 | 47.58 | |
| READSeverity level=5, Continual setting=true2026.02 | 37.62 | 36.74 | 38.22 | 42.83 | 59.66 | 48.64 | 55.25 | 52.48 | 59.02 | 47.52 | 37.86 | 57.33 | 40.87 | 58.53 | 59.58 | 48.81 | |
| SuMiSeverity level=5, Continual setting=true2026.02 | 35.34 | 31.85 | 26.76 | 42.47 | 56.97 | 42.79 | 40.7 | 44.79 | 61.02 | 34.13 | 7.69 | 52.72 | 28.49 | 61.82 | 62.54 | 42.01 | |
| AV-CTTABuffer size (η)=50, Severity level=5, Continual setting=true2026.02 | 34.13 | 30.77 | 33.73 | 37.62 | 58.97 | 50 | 59.02 | 57.01 | 65.38 | 56.17 | 19.35 | 66.79 | 51.16 | 70.39 | 72.32 | 50.85 | |
| AV-CTTABuffer size (η)=100, Severity level=5, Continual setting=true2026.02 | 34.13 | 31.01 | 33.69 | 36.94 | 59.05 | 49.36 | 57.25 | 56.85 | 66.07 | 56.21 | 13.3 | 67.15 | 51.08 | 72.07 | 73.2 | 50.49 | |
| AV-CTTABuffer size (η)=200, Severity level=5, Continual setting=true2026.02 | 34.13 | 30.73 | 33.69 | 36.86 | 59.02 | 48.36 | 55.13 | 55.73 | 66.83 | 55.61 | 13.34 | 67.23 | 51.44 | 72.36 | 73.28 | 50.25 | |
| AV-CTTABuffer size (η)=300, Severity level=5, Continual setting=true2026.02 | 34.13 | 31.01 | 33.77 | 36.86 | 59.02 | 48.32 | 55.09 | 56.29 | 66.95 | 55.21 | 12.74 | 67.11 | 51.88 | 72.4 | 73.04 | 50.25 | |
| AV-CTTABuffer size (η)=400, Severity level=5, Continual setting=true2026.02 | 34.13 | 30.81 | 33.77 | 36.86 | 59.02 | 48.32 | 55.13 | 56.61 | 66.87 | 55.09 | 13.9 | 67.15 | 51.6 | 72.44 | 73.32 | 50.33 | |
| AV-CTTABuffer size (η)=∞, Severity level=5, Continual setting=true2026.02 | 34.13 | 31.09 | 33.73 | 36.82 | 59.02 | 48.32 | 55.21 | 56.57 | 66.87 | 55.13 | 14.5 | 66.83 | 51.12 | 71.87 | 73.12 | 50.29 | |
| PTASeverity level=5, Continual setting=true2026.02 | 33.13 | 30.81 | 31.37 | 31.97 | 46.59 | 40.7 | 46.87 | 45.27 | 56.29 | 45.91 | 39.18 | 58.41 | 44.71 | 62.78 | 63.46 | 45.16 | |
| SOURCESeverity level=5, Continual setting=true2026.02 | 32.29 | 29.69 | 28.97 | 36.46 | 54.85 | 46.43 | 50.12 | 52.4 | 66.83 | 45.95 | 16.43 | 67.07 | 49.96 | 72.68 | 72.88 | 48.2 | |
| EATASeverity level=5, Continual setting=true2026.02 | 32.29 | 29.33 | 29.01 | 36.42 | 54.85 | 46.39 | 50.12 | 52.4 | 66.79 | 45.35 | 16.35 | 67.03 | 50 | 72.68 | 73 | 48.13 | |
| SARSeverity level=5, Continual setting=true2026.02 | 32.05 | 29.53 | 28.12 | 35.54 | 53.4 | 45.67 | 49.12 | 50.44 | 64.5 | 44.15 | 17.43 | 64.38 | 47.32 | 69.99 | 72.2 | 46.92 | |
| TENTSeverity level=5, Continual setting=true2026.02 | 22.76 | 3.93 | 2 | 2.12 | 6.81 | 1.96 | 2 | 2 | 2.36 | 1.96 | 1.96 | 1.96 | 1.96 | 2 | 1.96 | 3.85 |