Keyword Spotting on Far-field Command (test)
93.47Accuracy (Clean)KWT-3
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| KWT-3Num. of Params (K)=5,361, MACs (M)=526.3, Curriculum learning=false2022.01 | 93.47 | 91.08 | 83.97 | 78.45 | 71.08 | |
| ConvMixerNum. of Params (K)=119, MACs (M)=22.2, Curriculum learning=true2022.01 | 93.16 | 90.83 | 83.04 | 78.39 | 71.88 | |
| AST-TinyNum. of Params (K)=5805, MACs (M)=782.2, Curriculum learning=false2022.01 | 91.02 | 87.71 | 83.31 | 78.95 | 72.32 | |
| ConvMixerNum. of Params (K)=119, MACs (M)=22.2, Curriculum learning=false2022.01 | 90.38 | 87.85 | 78.1 | 72.78 | 66.5 | |
| ResNet-15Num. of Params (K)=238, MACs (M)=961.2, Curriculum learning=false2022.01 | 89.45 | 87.34 | 79 | 73.58 | 66.73 | |
| KWT-1Num. of Params (K)=607, MACs (M)=53.8, Curriculum learning=false2022.01 | 88.73 | 85.46 | 73.52 | 67.59 | 59.07 | |
| MatchboxNet-6x2x64Num. of Params (K)=140, MACs (M)=36.8, Curriculum learning=false2022.01 | 87.34 | 85.19 | 75.58 | 70.06 | 62.35 | |
| MHAtt-RNNNum. of Params (K)=784, MACs (M)=141.6, Curriculum learning=false2022.01 | 78.83 | 74.25 | 61.98 | 55.87 | 50.98 |