Video Classification on VGGSound-C unimodal (test)
53.14Accuracy (Gaussian)SuMi
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SuMisetting=continual, severity=52026.02 | 53.14 | 53.42 | 53.43 | 57.01 | 56.69 | 57.67 | 56.91 | 55.6 | 56.22 | 51.73 | 56.91 | 53.67 | 56.37 | 55.16 | 55.25 | 55.28 | |
| SuMiSetting=Continual2026.02 | 53.14 | 53.42 | 53.43 | 57.01 | 56.69 | 57.67 | 56.91 | 55.6 | 56.22 | 51.73 | 56.91 | 53.67 | 56.37 | 55.16 | 55.25 | 55.28 | |
| SARsetting=continual, severity=52026.02 | 52.92 | 52.86 | 52.92 | 57.03 | 56.66 | 58.65 | 57.61 | 55.95 | 56.74 | 56.22 | 58.25 | 54.21 | 57.13 | 55.42 | 56.46 | 55.94 | |
| SARSetting=Continual2026.02 | 52.92 | 52.86 | 52.92 | 57.03 | 56.66 | 58.65 | 57.61 | 55.95 | 56.74 | 56.22 | 58.25 | 54.21 | 57.13 | 55.42 | 56.46 | 55.94 | |
| AV-CTTAsetting=continual, severity=5, buffer size (η)=3002026.02 | 52.87 | 52.87 | 52.86 | 57.16 | 56.97 | 58.65 | 58.02 | 56.66 | 57.13 | 56.67 | 58.18 | 54.66 | 57.42 | 56.22 | 56.71 | 56.2 | |
| AV-CTTAsetting=continual, severity=5, buffer size (η)=∞2026.02 | 52.87 | 52.83 | 52.91 | 57.42 | 57.29 | 58.68 | 57.77 | 56.38 | 56.8 | 55.5 | 59.13 | 53.88 | 57.07 | 55.96 | 57.01 | 56.1 | |
| AV-CTTAη (Buffer budget)=300, Setting=Continual2026.02 | 52.87 | 52.87 | 52.86 | 57.16 | 56.97 | 58.65 | 58.02 | 56.66 | 57.13 | 56.67 | 58.18 | 54.66 | 57.42 | 56.22 | 56.71 | 56.2 | |
| AV-CTTAη (Buffer budget)=∞, Setting=Continual2026.02 | 52.87 | 52.83 | 52.91 | 57.42 | 57.29 | 58.68 | 57.77 | 56.38 | 56.8 | 55.5 | 59.13 | 53.88 | 57.07 | 55.96 | 57.01 | 56.1 | |
| AV-CTTAsetting=continual, severity=5, buffer size (η)=4002026.02 | 52.86 | 52.83 | 52.91 | 57.3 | 57.25 | 58.66 | 57.95 | 56.5 | 56.76 | 56.47 | 57.89 | 54.8 | 57.4 | 55.82 | 56.54 | 56.13 | |
| AV-CTTAη (Buffer budget)=400, Setting=Continual2026.02 | 52.86 | 52.83 | 52.91 | 57.3 | 57.25 | 58.66 | 57.95 | 56.5 | 56.76 | 56.47 | 57.89 | 54.8 | 57.4 | 55.82 | 56.54 | 56.13 | |
| AV-CTTAsetting=continual, severity=5, buffer size (η)=2002026.02 | 52.84 | 52.83 | 52.83 | 57.18 | 56.91 | 58.68 | 58.2 | 56.33 | 56.83 | 56.45 | 57.82 | 54.76 | 57.47 | 55.99 | 56.78 | 56.13 | |
| AV-CTTAsetting=continual, severity=5, buffer size (η)=502026.02 | 52.83 | 52.66 | 52.63 | 57.18 | 57.04 | 58.52 | 58.02 | 55.85 | 56.39 | 56.24 | 57.44 | 54.5 | 57.22 | 55.23 | 55.79 | 55.84 | |
| AV-CTTAsetting=continual, severity=5, buffer size (η)=1002026.02 | 52.81 | 52.76 | 52.81 | 57.13 | 56.74 | 58.33 | 58.02 | 55.87 | 56.35 | 56.17 | 57.52 | 54.4 | 56.17 | 55.32 | 55.95 | 55.76 | |
| EATAsetting=continual, severity=52026.02 | 52.79 | 52.81 | 52.46 | 56.6 | 55.9 | 57.43 | 56.16 | 54.36 | 54.54 | 53.35 | 57.06 | 51.94 | 54.56 | 53.23 | 54.51 | 54.51 | |
| EATASetting=Continual2026.02 | 52.79 | 52.81 | 52.46 | 56.6 | 55.9 | 57.43 | 56.16 | 54.36 | 54.54 | 53.35 | 57.06 | 51.94 | 54.56 | 53.23 | 54.51 | 54.51 | |
| SOURCEsetting=continual, severity=52026.02 | 52.78 | 52.69 | 52.73 | 57.19 | 57.21 | 58.52 | 57.61 | 56.25 | 56.58 | 55.31 | 58.95 | 53.66 | 56.95 | 55.81 | 56.89 | 55.94 | |
| SOURCESetting=Continual2026.02 | 52.78 | 52.69 | 52.73 | 57.19 | 57.21 | 58.52 | 57.61 | 56.25 | 56.58 | 55.31 | 58.95 | 53.66 | 56.95 | 55.81 | 56.89 | 55.94 | |
| TENTsetting=continual, severity=52026.02 | 52.58 | 51.82 | 51.2 | 53.85 | 53.9 | 54.49 | 54.39 | 51.8 | 52.39 | 52.59 | 52.14 | 51.08 | 52.49 | 51.7 | 51.87 | 52.55 | |
| TENTSetting=Continual2026.02 | 52.58 | 51.82 | 51.2 | 53.85 | 53.9 | 54.49 | 54.39 | 51.8 | 52.39 | 52.59 | 52.14 | 51.08 | 52.49 | 51.7 | 51.87 | 52.55 | |
| READsetting=continual, severity=52026.02 | 52.43 | 52.65 | 52.44 | 55.85 | 55.22 | 56.07 | 55.69 | 54.51 | 54.96 | 54.69 | 55.38 | 54.34 | 54.79 | 54.65 | 54.65 | 54.55 | |
| READSetting=Continual2026.02 | 52.43 | 52.65 | 52.44 | 55.85 | 55.22 | 56.07 | 55.69 | 54.51 | 54.96 | 54.69 | 55.38 | 54.34 | 54.79 | 54.65 | 54.65 | 54.55 | |
| PTAsetting=continual, severity=52026.02 | 51.06 | 49.86 | 49.46 | 52.88 | 52.12 | 52.31 | 51.94 | 50.96 | 51.21 | 51.17 | 51.92 | 50.46 | 51.59 | 51.03 | 51.05 | 51.27 | |
| PTASetting=Continual2026.02 | 51.06 | 49.86 | 49.46 | 52.88 | 52.12 | 52.31 | 51.94 | 50.96 | 51.21 | 51.17 | 51.92 | 50.46 | 51.59 | 51.03 | 51.05 | 51.27 | |
| BriMPR*setting=continual, severity=52026.02 | 43.24 | 39.11 | 38.86 | 39.99 | 41.22 | 39.41 | 37.97 | 33.12 | 30.76 | 31.47 | 30.71 | 26.08 | 31.95 | 34.3 | 36.15 | 35.62 | |
| BriMPR*Setting=Continual2026.02 | 43.24 | 39.11 | 38.86 | 39.99 | 41.22 | 39.41 | 37.97 | 33.12 | 30.76 | 31.47 | 30.71 | 26.08 | 31.95 | 34.3 | 36.15 | 35.62 |