Video Classification on Kinetics50-C severity level 5 (test)
50.8Accuracy (Gaussian)DASP
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DASPadaptation_mode=Episodic Adaptation2026.02 | 50.8 | 51.6 | 50.7 | 70.2 | 69.3 | 72.3 | 71.3 | 66.1 | 68.2 | 63.5 | 75.2 | 58.1 | 71.2 | 70.5 | 68.6 | 65.2 | |
| TSAadaptation_mode=Episodic Adaptation, venue=ICML’252026.02 | 50.7 | 51.1 | 50.4 | 67.9 | 67.1 | 71.7 | 69.2 | 65.5 | 66.2 | 61.3 | 75.2 | 56.2 | 69.5 | 68.8 | 66.6 | 63.8 | |
| ABPEMadaptation_mode=Episodic Adaptation, venue=AAAI’252026.02 | 50.6 | 51.1 | 50.5 | 68.7 | 66.6 | 72.6 | 69.6 | 64.4 | 66.2 | 60.5 | 76 | 55.3 | 69.5 | 69.2 | 66.2 | 63.8 | |
| SuMiadaptation_mode=Episodic Adaptation, venue=ICLR’252026.02 | 50.1 | 50.7 | 50.4 | 68.2 | 65.6 | 72.2 | 69.7 | 65.7 | 67 | 56.5 | 77.1 | 55.2 | 69.3 | 71.2 | 68.9 | 63.9 | |
| BriMPRadaptation_mode=Episodic Adaptation, venue=AAAI’262026.02 | 50 | 50.8 | 50.3 | 68.4 | 67.5 | 71.4 | 69 | 65.3 | 65.1 | 63.4 | 76.1 | 56.8 | 71.6 | 72.2 | 67.2 | 64.3 | |
| READSetting=Continual2026.02 | 49.96 | 51.8 | 51.56 | 68.07 | 65.63 | 65.38 | 61.5 | 52.2 | 49.48 | 42.19 | 54.93 | 28.93 | 39.82 | 33.17 | 27.32 | 49.46 | |
| READadaptation_mode=Episodic Adaptation, venue=ICLR’242026.02 | 49.4 | 49.7 | 49 | 68 | 65.1 | 71.2 | 69 | 64.5 | 64.4 | 57.4 | 75.5 | 53.6 | 68.3 | 68 | 65.1 | 62.5 | |
| BriMPR*Setting=Continual2026.02 | 49.12 | 49.48 | 48.64 | 58.25 | 59.82 | 58.57 | 58.53 | 53.69 | 55.49 | 54.33 | 59.13 | 50.32 | 59.98 | 57.77 | 57.61 | 55.38 | |
| AV-CTTAη (Buffer budget)=50, Setting=Continual2026.02 | 48.88 | 51 | 48.72 | 68.23 | 64.78 | 70.99 | 68.47 | 65.02 | 66.35 | 61.58 | 72.52 | 53.81 | 66.79 | 68.19 | 65.99 | 62.75 | |
| AV-CTTAη (Buffer budget)=100, Setting=Continual2026.02 | 48.52 | 50.52 | 48.08 | 67.95 | 63.86 | 71.59 | 67.75 | 65.14 | 67.19 | 62.14 | 72.8 | 54.17 | 66.43 | 67.59 | 65.18 | 62.59 | |
| AV-CTTAη (Buffer budget)=∞, Setting=Continual2026.02 | 48.52 | 50.24 | 48.32 | 67.91 | 63.18 | 71.6 | 68.03 | 64.86 | 67.15 | 62.1 | 72.8 | 53.57 | 65.43 | 67.87 | 64.02 | 62.37 | |
| PTASetting=Continual2026.02 | 46.84 | 45.95 | 45.91 | 56.17 | 55.73 | 55.49 | 54.81 | 51.8 | 52.6 | 50.24 | 54.73 | 49.8 | 53.32 | 52.24 | 51.12 | 51.78 | |
| SARSetting=Continual2026.02 | 46.83 | 47 | 46.64 | 65.71 | 62.3 | 69.99 | 66.35 | 60.54 | 60.22 | 52.6 | 73.96 | 50.76 | 65.99 | 63.42 | 59.9 | 59.48 | |
| EATASetting=Continual2026.02 | 46.8 | 47.62 | 46.81 | 67.62 | 63.02 | 70.77 | 66.94 | 60.65 | 60.65 | 48.23 | 75.48 | 52.42 | 65.4 | 66.45 | 62.22 | 60.07 | |
| Sourceadaptation_mode=Episodic Adaptation2026.02 | 46.8 | 48 | 46.9 | 67.5 | 62.2 | 70.8 | 66.7 | 61.6 | 60.3 | 46.7 | 75.2 | 52.1 | 65.7 | 66.5 | 61.9 | 59.9 | |
| SOURCESetting=Continual2026.02 | 46.55 | 47.36 | 46.51 | 67.23 | 61.7 | 70.67 | 66.39 | 62.22 | 60.54 | 47.32 | 74.88 | 51.36 | 64.14 | 66.39 | 61.98 | 59.68 | |
| SuMiSetting=Continual2026.02 | 45.75 | 45.43 | 44.95 | 64.3 | 65.38 | 69.23 | 67.91 | 62.86 | 66.67 | 63.22 | 69.23 | 50.16 | 71.15 | 66.31 | 63.94 | 61.1 | |
| TENTSetting=Continual2026.02 | 45.55 | 42.51 | 27.84 | 22.76 | 8.33 | 3.64 | 2.24 | 2.4 | 2.08 | 2 | 2.04 | 2.28 | 2.04 | 2 | 2 | 11.31 |