Keyword Spotting on Google Speech Commands Google12 V2 (test)
95.7AccuracyLEM
Evaluation results
| Method | Links | |
|---|---|---|
| LEM# units=128, # params=107k, protocol=fine-tuning2021.10 | 95.7 | |
| GRU# units=128, # params=80k, protocol=fine-tuning2021.10 | 95.2 | |
| LSTM# units=128, # params=107k, protocol=fine-tuning2021.10 | 94.9 | |
| FastGRNN# units=128, # params=27k, protocol=fine-tuning2021.10 | 94.8 | |
| coRNN# units=128, # params=44k, protocol=fine-tuning2021.10 | 94.7 | |
| STRRank (rw, ru)=(12, 40)2020.02 | 94.45 | |
| STRRank (rw, ru)=(9, 24)2020.02 | 94.45 | |
| STRRank (rw, ru)=(11, 35)2020.02 | 94.42 | |
| STRRank (rw, ru)=(10, 31)2020.02 | 94.25 | |
| Vanilla FastGRNNRank (rw, ru)=(9, 24)2020.02 | 93.18 | |
| Vanilla FastGRNNRank (rw, ru)=(11, 35)2020.02 | 92.86 | |
| Vanilla FastGRNNRank (rw, ru)=(10, 31)2020.02 | 92.86 | |
| expRNN# units=128, # params=19k, protocol=fine-tuning2021.10 | 92.3 | |
| Vanilla FastGRNNRank (rw, ru)=Full rank (32, 100)2020.02 | 92.3 | |
| Vanilla FastGRNNRank (rw, ru)=(12, 40)2020.02 | 92.29 | |
| anti.sym. RNN# units=128, # params=20k, protocol=fine-tuning2021.10 | 90.2 | |
| tanh-RNN# units=128, # params=27k, protocol=fine-tuning2021.10 | 73.4 | |
| COLAEvaluation Protocol=Linear Classifier2020.10 | 62.4 | |
| CBOWEvaluation Protocol=Linear Classifier2020.10 | 30 | |
| SGEvaluation Protocol=Linear Classifier2020.10 | 28 | |
| TemporalGapEvaluation Protocol=Linear Classifier2020.10 | 23 | |
| Triplet LossEvaluation Protocol=Linear Classifier2020.10 | 18 |