Video Classification on VGGSound-C severity level 5
54.7Accuracy (Gaussian Blur)DASP
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DASPadaptation=Episodic Adaptation2026.02 | 54.7 | 54.7 | 54.6 | 58.3 | 58.3 | 59.5 | 59 | 57.3 | 58 | 57.8 | 60.1 | 56 | 58.9 | 57.4 | 58 | 57.5 | |
| DASPadaptation_mode=Continual Adaptation2026.02 | 54 | 54.9 | 54.9 | 58.3 | 58.8 | 59.9 | 59.5 | 57.5 | 58.2 | 58.3 | 60 | 56.4 | 58.6 | 57.7 | 58.3 | 57.7 | |
| READadaptation_mode=Continual Adaptation2026.02 | 53.7 | 54 | 53.9 | 57.4 | 57.4 | 58.2 | 57.9 | 56.5 | 57.1 | 57 | 58 | 55.4 | 56.8 | 56.2 | 56.2 | 56.4 | |
| READadaptation=Episodic Adaptation2026.02 | 53.6 | 53.6 | 53.5 | 57.9 | 57.7 | 59.4 | 58.8 | 56.8 | 57.1 | 56.9 | 59.9 | 53.8 | 58.6 | 57.1 | 57.6 | 56.9 | |
| TSAadaptation_mode=Continual Adaptation2026.02 | 53.4 | 53.8 | 53.7 | 57.1 | 57.4 | 58.5 | 58.1 | 56.5 | 57.7 | 57.2 | 58.7 | 55.5 | 57.6 | 56.5 | 57.1 | 56.6 | |
| TSAadaptation=Episodic Adaptation2026.02 | 53.4 | 53.4 | 53.1 | 57.5 | 57.3 | 58.8 | 58.3 | 56.6 | 56.9 | 57 | 59.3 | 55.3 | 58 | 56.7 | 57.8 | 56.6 | |
| EATAadaptation_mode=Continual Adaptation2026.02 | 53 | 53.4 | 53.5 | 56.7 | 57.1 | 58.6 | 58.5 | 55.8 | 56.8 | 57.3 | 58 | 55.3 | 57.6 | 57.1 | 57.5 | 56.4 | |
| EATAadaptation=Episodic Adaptation2026.02 | 53 | 52.8 | 53 | 57 | 57 | 58.1 | 57.2 | 56.3 | 56.8 | 56.8 | 58.7 | 54.1 | 57.6 | 56.4 | 57 | 56.1 | |
| SARadaptation_mode=Continual Adaptation2026.02 | 52.9 | 53 | 53 | 56.9 | 56.7 | 58.5 | 57.5 | 56 | 56.8 | 56 | 58.2 | 54.1 | 57.1 | 55.4 | 56.3 | 55.9 | |
| SARadaptation=Episodic Adaptation2026.02 | 52.9 | 52.8 | 52.9 | 57.1 | 57.1 | 57.7 | 57.6 | 56.6 | 55.7 | 56.7 | 58.6 | 54 | 57.1 | 56.3 | 56.9 | 56 | |
| Sourceadaptation_mode=None2026.02 | 52.8 | 52.7 | 52.7 | 57.2 | 57.2 | 58.7 | 57 | 56.4 | 56.6 | 55.6 | 58 | 53.7 | 56.9 | 55.8 | 56.9 | 56 | |
| Sourceadaptation=None2026.02 | 52.8 | 52.7 | 52.7 | 57.2 | 57.2 | 58.7 | 57 | 56.4 | 56.6 | 55.6 | 58 | 53.7 | 56.9 | 55.8 | 56.9 | 56 | |
| Tentadaptation_mode=Continual Adaptation2026.02 | 52.7 | 52.4 | 51.5 | 54.4 | 54 | 55.2 | 54.8 | 52.1 | 52.9 | 52.8 | 52.8 | 50.6 | 52.7 | 52.2 | 51.8 | 52.9 | |
| Tentadaptation=Episodic Adaptation2026.02 | 52.7 | 52.7 | 52.7 | 56.7 | 56.7 | 57.9 | 57.1 | 55.9 | 56.3 | 56.3 | 58.4 | 54 | 57.4 | 56.2 | 56.7 | 55.8 |