Classification on VGGSound-C (test)
6.2Error Rate (Gauss.)TENT
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TENTSeverity level=5, Setting=Continual2026.02 | 6.2 | 0.46 | 0.29 | 0.28 | 0.28 | 0.28 | 1.3 | |
| Tentsetting=unimodal shift, severity=52025.11 | 10.8 | 2.8 | 1.8 | 2.9 | 5.6 | 3.9 | 4.6 | |
| DeYOsetting=unimodal shift, severity=52025.11 | 22.9 | 4.9 | 15.8 | 4.9 | 16.5 | 20 | 14.2 | |
| BriMPR*Severity level=5, Setting=Continual2026.02 | 23.12 | 14.95 | 15.15 | 13.85 | 20.08 | 15.24 | 17.07 | |
| READSeverity level=5, Setting=Continual2026.02 | 28.01 | 15.1 | 17.35 | 13.69 | 20.24 | 14.37 | 18.13 | |
| SARsetting=unimodal shift, severity=52025.11 | 30.4 | 5.5 | 8 | 9.3 | 32.5 | 17.2 | 17.1 | |
| FOAsetting=unimodal shift, severity=52025.11 | 31.5 | 26.2 | 23.7 | 31 | 34.2 | 26.7 | 28.9 | |
| PTASeverity level=5, Setting=Continual2026.02 | 36.3 | 28.79 | 28.42 | 25.35 | 30.6 | 26.09 | 29.26 | |
| SARSeverity level=5, Setting=Continual2026.02 | 36.53 | 8.01 | 4.12 | 4.49 | 13.43 | 3.34 | 11.65 | |
| Sourcesetting=unimodal shift, severity=52025.11 | 37.3 | 21.2 | 16.9 | 21.8 | 27.3 | 25.7 | 25 | |
| SOURCESeverity level=5, Setting=Continual2026.02 | 37.36 | 21.12 | 16.8 | 21.64 | 27.29 | 25.54 | 24.96 | |
| EATASeverity level=5, Setting=Continual2026.02 | 37.51 | 21.64 | 17.58 | 22.82 | 27.98 | 25.34 | 25.48 | |
| SuMiSeverity level=5, Setting=Continual2026.02 | 37.66 | 19.28 | 14.79 | 20.73 | 28.82 | 28.05 | 24.89 | |
| ABPEMsetting=unimodal shift, severity=52025.11 | 38.5 | 27.6 | 25.2 | 26.5 | 32.7 | 26.5 | 29.5 | |
| BriMPRsetting=unimodal shift, severity=52025.11 | 39.3 | 35 | 36.7 | 32.5 | 41 | 34.6 | 36.5 | |
| AV-CTTASeverity level=5, Setting=Continual, Buffer size (η)=3002026.02 | 39.52 | 28.43 | 24.36 | 29.81 | 33.58 | 20.85 | 29.42 | |
| AV-CTTASeverity level=5, Setting=Continual, Buffer size (η)=4002026.02 | 39.52 | 28.43 | 24.32 | 29.37 | 35.65 | 26.38 | 30.61 | |
| AV-CTTASeverity level=5, Setting=Continual, Buffer size (η)=∞2026.02 | 39.52 | 28.43 | 24.31 | 29.44 | 35.52 | 27.05 | 30.71 | |
| AV-CTTASeverity level=5, Setting=Continual, Buffer size (η)=1002026.02 | 39.55 | 28.63 | 23.15 | 25.5 | 21.49 | 15.34 | 25.61 | |
| AV-CTTASeverity level=5, Setting=Continual, Buffer size (η)=2002026.02 | 39.55 | 28.42 | 24.45 | 30.14 | 30.9 | 17.81 | 28.54 | |
| AV-CTTASeverity level=5, Setting=Continual, Buffer size (η)=502026.02 | 39.67 | 27.99 | 17.31 | 16.99 | 19.05 | 14.12 | 22.52 | |
| READsetting=unimodal shift, severity=52025.11 | 39.9 | 29.4 | 26.8 | 30.8 | 36.8 | 30.7 | 32.4 | |
| EATAsetting=unimodal shift, severity=52025.11 | 40.2 | 30 | 27.8 | 29.7 | 36.5 | 32.2 | 32.7 | |
| SuMisetting=unimodal shift, severity=52025.11 | 41.9 | 26.3 | 27.9 | 31.6 | 37.1 | 34.1 | 33.2 |