Audio Classification on ESC-50 (Sequential Evaluation)
76.3Overall AccuracyTIL (proposed)
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| TIL (proposed)KP=✓2026.04 | 76.3 | 60 | 71.4 | 74.6 | 75.8 | 76.3 | 76.3 | 75 | 81 | |
| TIL (proposed)KP=-2026.04 | 68.7 | 60.4 | 70.9 | 72.7 | 71.2 | 68.7 | 68.7 | 65.1 | 83 | |
| Joint learningKP=-2026.04 | 58.4 | 60.4 | 57.9 | 57.4 | 57.2 | 58.4 | — | — | — | |
| Joint learningKP=✓2026.04 | 54.7 | 60 | 58.5 | 56.8 | 54.9 | 54.7 | — | — | — | |
| Common headKP=-2026.04 | 53.3 | — | — | — | — | — | — | — | — | |
| EWC BaselineKP=-2026.04 | 33 | 9.5 | 54.5 | 63.5 | 82.5 | 70.5 | — | — | — |