Action Recognition on Kinetics 50C
75.7Accuracy (Gaussian)DASP
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DASPadaptation_mode=Continual Adaptation2026.02 | 75.7 | 70.5 | 72.6 | 71.2 | 73.6 | 71.2 | 72.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AdaPGCModality=Corrupted Audio2026.04 | 75.5 | 71.8 | 72.1 | 72 | 75 | 72.7 | 73.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SuMiModality=Corrupted Audio2026.04 | 75.1 | 68.9 | 70.6 | 71.6 | 72.8 | 72.1 | 71.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TSAModality=Corrupted Audio2026.04 | 74.5 | 69.6 | 70.5 | 71.4 | 72 | 71 | 71.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TSAadaptation_mode=Continual Adaptation2026.02 | 74.3 | 68.3 | 71.2 | 69.4 | 70.6 | 67.6 | 70.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| READSeverity level=5, Setting=Continual2026.02 | 74.28 | 69.63 | 70.63 | 70.35 | 71.76 | 69.39 | 71.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| READadaptation_mode=Continual Adaptation2026.02 | 74.2 | 68.5 | 70.4 | 70.1 | 71.7 | 69.2 | 70.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AV-CTTASeverity level=5, Setting=Continual, Buffer size (η)=∞2026.02 | 74.15 | 68.9 | 70.3 | 70.62 | 72.06 | 70.57 | 71.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| READModality=Corrupted Audio2026.04 | 74.1 | 69 | 69.7 | 71.1 | 71.8 | 70.7 | 71.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Tentadaptation_mode=Continual Adaptation2026.02 | 73.9 | 67.9 | 71.1 | 70.1 | 71.7 | 70.6 | 70.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TentModality=Corrupted Audio2026.04 | 73.9 | 67.4 | 69.2 | 70.4 | 66.5 | 70.5 | 69.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TENTSeverity level=5, Setting=Continual2026.02 | 73.84 | 68.55 | 70.51 | 69.59 | 73.12 | 70.15 | 70.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EATAadaptation_mode=Continual Adaptation2026.02 | 73.8 | 67.6 | 70.2 | 70.5 | 70.3 | 70.2 | 70.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SARadaptation_mode=Continual Adaptation2026.02 | 73.8 | 66.1 | 68.4 | 70 | 69 | 70 | 69.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SuMiSeverity level=5, Setting=Continual2026.02 | 73.76 | 68.19 | 70.59 | 69.27 | 73.24 | 69.43 | 70.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AV-CTTASeverity level=5, Setting=Continual, Buffer size (η)=502026.02 | 73.72 | 68.35 | 70.27 | 70.11 | 72.88 | 69.91 | 70.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AV-CTTASeverity level=5, Setting=Continual, Buffer size (η)=1002026.02 | 73.72 | 68.47 | 69.79 | 70.27 | 72.56 | 70.39 | 70.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AV-CTTASeverity level=5, Setting=Continual, Buffer size (η)=2002026.02 | 73.72 | 68.47 | 69.87 | 70.19 | 71.63 | 70.51 | 70.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AV-CTTASeverity level=5, Setting=Continual, Buffer size (η)=3002026.02 | 73.72 | 68.47 | 69.87 | 70.19 | 71.63 | 70.15 | 70.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AV-CTTASeverity level=5, Setting=Continual, Buffer size (η)=4002026.02 | 73.72 | 68.47 | 69.87 | 70.19 | 71.63 | 70.15 | 70.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Sourceadaptation_mode=No Adaptation2026.02 | 73.7 | 65.5 | 67.9 | 70.3 | 67.9 | 70.3 | 69.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SourceModality=Corrupted Audio2026.04 | 73.7 | 65.5 | 67.9 | 70.3 | 67.9 | 70.3 | 69.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EATAModality=Corrupted Audio2026.04 | 73.7 | 66.1 | 68.5 | 70.3 | 67.9 | 70.1 | 69.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SARModality=Corrupted Audio2026.04 | 73.7 | 65.4 | 68.2 | 69.9 | 67.2 | 70.2 | 69.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EATASeverity level=5, Setting=Continual2026.02 | 73.56 | 65.3 | 67.71 | 70.11 | 68.07 | 70.15 | 69.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SOURCESeverity level=5, Setting=Continual2026.02 | 73.48 | 65.3 | 67.59 | 70.11 | 67.67 | 70.11 | 69.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SARSeverity level=5, Setting=Continual2026.02 | 73.36 | 65.95 | 68.11 | 69.71 | 69.15 | 69.71 | 69.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BriMPR*Severity level=5, Setting=Continual2026.02 | 72.84 | 67.67 | 67.43 | 65.95 | 69.07 | 63.7 | 67.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PTASeverity level=5, Setting=Continual2026.02 | 72.68 | 69.03 | 69.79 | 68.83 | 71.79 | 69.75 | 70.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMTModality=Corrupted Audio2026.04 | 70.8 | 69.2 | 68.5 | 69 | 69.8 | 68.5 | 69.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TSA2026.04 | 52.6 | — | — | — | — | — | 64.5 | 52.3 | — | 52 | 68.7 | 68 | 70.7 | 68.8 | 65.2 | 66.6 | 64.3 | — | 57.4 | 70.5 | 69 | 66.2 | |
| DASPContinual Adaptation=true2026.02 | 50.8 | 69.8 | 72.7 | 71.1 | 73.6 | 70.9 | 67.3 | 52.3 | 75.1 | 52.1 | 69.3 | 70 | 71.9 | 71.1 | 65.8 | 68.9 | 66.4 | 75.2 | 58.8 | 71.6 | 69.9 | 67.3 | |
| TSAContinual Adaptation=true2026.02 | 50.7 | 66.7 | 68.3 | 67.4 | 66.8 | 66.6 | 63.9 | 52.3 | 73.1 | 52 | 66.6 | 66.2 | 69.3 | 67.2 | 63.1 | 65.3 | 60.3 | 72 | 54.1 | 66.6 | 64.6 | 63.1 | |
| AdaPGC2026.04 | 50.6 | — | — | — | — | — | 66.1 | 50.6 | — | 50.2 | 70.7 | 70.8 | 72.5 | 72.3 | 67.5 | 68.6 | 67.8 | — | 58.7 | 72.9 | 72 | 69.6 | |
| SuMi2026.04 | 50.1 | — | — | — | — | — | 63.9 | 50.7 | — | 50.4 | 68.2 | 65.6 | 72.2 | 69.7 | 65.7 | 67 | 56.5 | — | 55.2 | 69.3 | 71.2 | 68.9 | |
| READContinual Adaptation=true2026.02 | 49.9 | 68.1 | 68.7 | 68.2 | 66.8 | 66.2 | 63.7 | 51.2 | 73.7 | 51.5 | 68.4 | 66.2 | 70.2 | 68.1 | 62.7 | 64.5 | 60.1 | 70.8 | 52.9 | 66.6 | 62.3 | 60.5 | |
| READ2026.04 | 49.4 | — | — | — | — | — | 62.5 | 49.7 | — | 49 | 68 | 65.1 | 71.2 | 69 | 64.5 | 64.4 | 57.4 | — | 53.6 | 68.3 | 68 | 65.1 | |
| EATAContinual Adaptation=true2026.02 | 47 | 66.8 | 69.7 | 69.5 | 68.7 | 69.1 | 63.6 | 47.9 | 74 | 47.2 | 67.2 | 65 | 70.8 | 68.7 | 59.7 | 64.1 | 58.4 | 73.1 | 53 | 69.1 | 64.9 | 61.8 | |
| SARContinual Adaptation=true2026.02 | 47 | 65.7 | 67.8 | 69.5 | 67.6 | 69.5 | 62.4 | 48 | 73.8 | 46.9 | 66.3 | 62.3 | 70.6 | 66.8 | 59.8 | 59.9 | 50.3 | 74.7 | 50.9 | 66.7 | 64.5 | 60.8 | |
| SourceContinual Adaptation=true2026.02 | 46.8 | 65.5 | 67.9 | 70.3 | 67.9 | 70.3 | 62.6 | 48 | 73.7 | 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 | |
| Source2026.04 | 46.8 | — | — | — | — | — | 59.9 | 48 | — | 46.9 | 67.5 | 62.2 | 70.8 | 66.7 | 61.6 | 60.3 | 46.7 | — | 52.1 | 65.7 | 66.5 | 61.9 | |
| EATA2026.04 | 46.8 | — | — | — | — | — | 60.1 | 47.6 | — | 47.1 | 67.2 | 62.7 | 70.6 | 67.2 | 62.3 | 60.9 | 46.7 | — | 52.4 | 65.9 | 66.8 | 62.5 | |
| SAR2026.04 | 46.7 | — | — | — | — | — | 59.8 | 47.4 | — | 46.8 | 67 | 61.9 | 70.4 | 66.4 | 61.8 | 60.6 | 46 | — | 52.1 | 65.7 | 66.4 | 62 | |
| TentContinual Adaptation=true2026.02 | 46.3 | 66.1 | 68.5 | 65.5 | 23.6 | 22.5 | 47.4 | 45.8 | 73.2 | 42.9 | 61.6 | 62.5 | 66.6 | 64.1 | 53.7 | 56.9 | 45.6 | 59.1 | 32.6 | 29.7 | 5.1 | 3.6 | |
| Tent2026.04 | 46.3 | — | — | — | — | — | 59.4 | 47 | — | 46.3 | 67.2 | 62.5 | 71 | 67.6 | 63.1 | 61.1 | 34.9 | — | 51.6 | 66.8 | 67.2 | 62.7 | |
| MMT2026.04 | 46.2 | — | — | — | — | — | 54.5 | 46.6 | — | 46.1 | 58.8 | 55.7 | 62.4 | 61.7 | 52.6 | 54.4 | 48.5 | — | 49.3 | 57.6 | 56.4 | 54.5 |