Keyword Spotting on Google Speech Commands
97.21AccuracyKD+ATS
Evaluation Results
| Method | Links | |
|---|---|---|
| KD+ATSlambda=0.9, multiply_tau_squared=true2022.10 | 97.21 | |
| KD+ATSlambda=0.5, multiply_tau_squared=true2022.10 | 96.79 | |
| TC-ResNet14-1.5Time (ms)=5.7, FLOPs=13.4M, Params=305K2019.04 | 96.6 | |
| KD+ATSlambda=0.5, multiply_tau_squared=false2022.10 | 96.23 | |
| TC-ResNet8-1.5Time (ms)=2.8, FLOPs=6.6M, Params=145K2019.04 | 96.2 | |
| TC-ResNet14Time (ms)=2.5, FLOPs=6.1M, Params=137K2019.04 | 96.2 | |
| TC-ResNet8Time (ms)=1.1, FLOPs=3.0M, Params=66K2019.04 | 96.1 | |
| 2D-ResNet8Time (ms)=10.1, FLOPs=35.8M, Params=66K2019.04 | 96.1 | |
| KD+ATSlambda=0.9, multiply_tau_squared=false2022.10 | 95.84 | |
| Res15Time (ms)=424, FLOPs=1950.0M, Params=239K2019.04 | 95.8 | |
| KD+TSlambda=0.5, multiply_tau_squared=true2022.10 | 95.52 | |
| DS-CNN-LTime (ms)=16.8, FLOPs=56.9M, Params=420K2019.04 | 95.4 | |
| KD+TSlambda=0.9, multiply_tau_squared=true2022.10 | 95.37 | |
| DS-CNN-MTime (ms)=5.2, FLOPs=19.8M, Params=140K2019.04 | 94.9 | |
| 2D-ResNet8-PoolTime (ms)=3.5, FLOPs=4.0M, Params=66K2019.04 | 94.9 | |
| KD+TSlambda=0.5, multiply_tau_squared=false2022.10 | 94.55 | |
| DS-CNN-STime (ms)=1.6, FLOPs=5.4M, Params=24K2019.04 | 94.4 | |
| KD+TSlambda=0.9, multiply_tau_squared=false2022.10 | 94.37 | |
| Res8Time (ms)=174, FLOPs=795.3M, Params=111K2019.04 | 94.1 | |
| Res15-NarrowTime (ms)=107, FLOPs=348.7M, Params=43K2019.04 | 94 | |
| CNN-1Time (ms)=32, FLOPs=76.1M, Params=524K2019.04 | 90.7 | |
| Res8-NarrowTime (ms)=47, FLOPs=143.2M, Params=20K2019.04 | 90.1 | |
| CNN-2Time (ms)=1.2, FLOPs=1.5M, Params=148K2019.04 | 84.6 |