Action Recognition on VGGSound-C audio corruptions
43.4Accuracy (Gaussian Noise)DASP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DASPAdaptation=Episodic Adaptation, Modality=Audio, Severity Level=High2026.02 | 43.4 | 37.5 | 38.4 | 36.3 | 44.6 | 37.9 | 39.7 | |
| TSAAdaptation=Episodic Adaptation, Modality=Audio, Severity Level=High, Venue=ICML'252026.02 | 41.6 | 31.8 | 30.5 | 32.7 | 38.7 | 32.9 | 34.7 | |
| READAdaptation=Episodic Adaptation, Modality=Audio, Severity Level=High, Venue=ICLR'242026.02 | 40.4 | 28.9 | 26 | 30.9 | 36 | 32.6 | 32.4 | |
| EATAAdaptation=Episodic Adaptation, Modality=Audio, Severity Level=High, Venue=ICML'222026.02 | 39.2 | 26.1 | 22.9 | 26 | 31.7 | 30.4 | 29.4 | |
| SARAdaptation=Episodic Adaptation, Modality=Audio, Severity Level=High, Venue=ICLR'232026.02 | 37.4 | 9.5 | 9 | 12.6 | 23.7 | 20.1 | 20.4 | |
| SourceAdaptation=Episodic Adaptation, Modality=Audio, Severity Level=High2026.02 | 37 | 25.5 | 16.8 | 21.6 | 27.3 | 25.5 | 25.6 | |
| TentAdaptation=Episodic Adaptation, Modality=Audio, Severity Level=High, Venue=ICLR'212026.02 | 10.6 | 2.6 | 1.8 | 2.8 | 5.3 | 4.1 | 4.5 |