Audio-Visual Scene Recognition on VGGSound-C
54Acc (V-C Gauss.)DASP
Evaluation results
| Method | Links | |||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DASPContinual Adaptation=true2026.02 | 54 | — | 54.9 | 42.5 | 55 | 58.3 | 36.7 | 58.7 | 59.9 | 39 | 59.5 | 57.5 | 58.2 | 36.2 | 58.3 | 60 | 44.6 | 54.5 | 58.5 | 38.2 | 57.7 | 58.3 | 52.5 | |
| READContinual Adaptation=true2026.02 | 53.6 | — | 54 | 35 | 53.9 | 57.6 | 20.7 | 57.3 | 58.4 | 18.6 | 57.9 | 56.4 | 56.9 | 15.6 | 56.7 | 58 | 22 | 55 | 56.8 | 14.8 | 56.1 | 56 | 46.3 | |
| TSAContinual Adaptation=true2026.02 | 53.5 | — | 54.1 | 40.3 | 53.9 | 57.3 | 0.8 | 5.1 | 0.4 | 0.3 | 0.4 | 0.3 | 0.3 | 0.3 | 0.3 | 0.3 | 0.3 | 0.3 | 0.3 | 0.3 | 0.4 | 0.3 | 12.8 | |
| EATAContinual Adaptation=true2026.02 | 53.1 | — | 53.4 | 39.7 | 53 | 57.1 | 33.5 | 57.1 | 58.9 | 35.9 | 58 | 56.2 | 57.3 | 34.2 | 57.4 | 59.6 | 42.9 | 54.4 | 58.2 | 36.3 | 57.2 | 58.4 | 51 | |
| SARContinual Adaptation=true2026.02 | 52.9 | — | 53 | 35.5 | 52.7 | 57 | 11.2 | 56.9 | 58.4 | 10.3 | 57.8 | 56.2 | 56.9 | 13.5 | 55.6 | 57.9 | 18.6 | 53.3 | 56.3 | 21.3 | 54.6 | 55.6 | 45 | |
| SourceContinual Adaptation=true2026.02 | 52.8 | — | 52.7 | 37 | 52.7 | 57.2 | 25.5 | 57.2 | 58.7 | 16.8 | 57 | 56.4 | 56.6 | 21.6 | 55.6 | 58 | 27.3 | 53.7 | 56.9 | 25.5 | 55.8 | 56.9 | 47.2 | |
| TentContinual Adaptation=true2026.02 | 52.7 | — | 52.4 | 5.4 | 49.3 | 52.3 | 0.7 | 51.3 | 52.8 | 0.6 | 52.2 | 50.4 | 51.5 | 0.5 | 51.1 | 51.4 | 1.5 | 47.6 | 47.2 | 0.4 | 36.8 | 11.3 | 34.3 |