Audio Classification on Speech Commands
97.8AccuracyPDC
Evaluation results
| Method | Links | |
|---|---|---|
| PDC# param (x10^6)=8.0, Base Architecture=ResNet182021.04 | 97.8 | |
| ResNet18# param (x10^6)=11.2, Base Architecture=ResNet182021.04 | 97.7 | |
| SENet# param (x10^6)=11.5, Base Architecture=ResNet182021.04 | 97.7 | |
| Π-net-ResNet# param (x10^6)=6.0, Base Architecture=ResNet182021.04 | 97.7 | |
| PDC# param (x10^6)=3.9, Base Architecture=ResNet72021.04 | 97.5 | |
| ResNet7# param (x10^6)=4.9, Base Architecture=ResNet72021.04 | 97.4 | |
| SENet# param (x10^6)=5.1, Base Architecture=ResNet72021.04 | 97.4 | |
| LongSpike#Params=305K2026.06 | 96.31 | |
| S4D-Lin#Params=306K2026.06 | 96.25 | |
| SpikingSSM#Params=305K2026.06 | 96.09 | |
| Algorithm 1Backbone=S42023.03 | 82.2 | |
| Algorithm 1Backbone=CNN2023.03 | 65.6 | |
| Randomly PermutedBackbone=S42023.03 | 18.2 | |
| Randomly PermutedBackbone=CNN2023.03 | 15 |