Environmental Sound Classification on ESC-50 (incremental split (5 tasks))
50AccuracyUncertainty++
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Uncertainty++Backbone=BC-ResNet-Mod, Buffer size (L)=1002025.12 | 50 | -0.121 | |
| PrototypeBackbone=BC-ResNet-Mod, Buffer size (L)=1002025.12 | 48.2 | -0.104 | |
| UncertaintyBackbone=BC-ResNet-Mod, Buffer size (L)=1002025.12 | 47.7 | -0.111 | |
| ReservoirBackbone=BC-ResNet-Mod, Buffer size (L)=1002025.12 | 43 | -0.121 | |
| RandomBackbone=BC-ResNet-Mod, Buffer size (L)=1002025.12 | 22.5 | -0.231 | |
| FinetuneBackbone=BC-ResNet-Mod, Buffer size (L)=1002025.12 | 18.1 | -0.307 |