35-way Speech Classification on Speech Commands 16kHz 35-way (test)
96.82AccuracyMRConv, Fourier
Evaluation Results
| Method | Links | |
|---|---|---|
| MRConv, FourierSampling rate=16 kHz, Input length=16,0002024.08 | 96.82 | |
| MRConv, FourierArchitecture Class=Convolutional Models, Parameterization=Fourier2024.08 | 96.82 | |
| Liquid-S4Parameters=224K, Input length=160002022.08 | 96.78 | |
| Liquid-S4Sampling rate=16 kHz, Input length=16,0002024.08 | 96.78 | |
| Liquid-S4Architecture Class=State Space Models2024.08 | 96.78 | |
| S5Parameters=280K, Input length=160002022.08 | 96.52 | |
| S5Sampling rate=16 kHz, Input length=16,0002024.08 | 96.52 | |
| S5Architecture Class=State Space Models2024.08 | 96.52 | |
| MRConv, DilatedSampling rate=16 kHz, Input length=16,0002024.08 | 96.47 | |
| MRConv, DilatedArchitecture Class=Convolutional Models, Parameterization=Dilated2024.08 | 96.47 | |
| SGConvSampling rate=16 kHz, Input length=16,0002024.08 | 96.42 | |
| SGConvArchitecture Class=Convolutional Models2024.08 | 96.42 | |
| S4-LegSParameters=307K, Input length=160002022.08 | 96.08 | |
| S4-LegSSampling rate=16 kHz, Input length=16,0002024.08 | 96.08 | |
| S4-LegSArchitecture Class=State Space Models2024.08 | 96.08 | |
| S4D-LegSParameters=306K, Input length=160002022.08 | 95.83 | |
| S4D-LegSSampling rate=16 kHz, Input length=16,0002024.08 | 95.83 | |
| S4D-LegSArchitecture Class=State Space Models2024.08 | 95.83 | |
| ConvNetParameters=26.2M, Input length=160002022.08 | 95.51 | |
| ConvNetSampling rate=16 kHz, Input length=16,0002024.08 | 95.51 | |
| ConvNetArchitecture Class=CNNs2024.08 | 95.51 | |
| MRConv, Fourier+SparseSampling rate=16 kHz, Input length=16,0002024.08 | 95.21 | |
| MRConv, Fourier+SparseArchitecture Class=Convolutional Models, Parameterization=Fourier+Sparse2024.08 | 95.21 | |
| XResNet-50Parameters=904K, Input length=160002022.08 | 83.01 | |
| XResNet-50Sampling rate=16 kHz, Input length=16,0002024.08 | 83.01 | |
| XResNet-50Architecture Class=CNNs2024.08 | 83.01 | |
| ResNet-1Parameters=216K, Input length=160002022.08 | 77.86 | |
| ResNet-18Sampling rate=16 kHz, Input length=16,0002024.08 | 77.86 | |
| ResNet-1Architecture Class=CNNs2024.08 | 77.86 | |
| InceptionNetParameters=481K, Input length=160002022.08 | 61.24 | |
| InceptionNetSampling rate=16 kHz, Input length=16,0002024.08 | 61.24 | |
| InceptionNetArchitecture Class=CNNs2024.08 | 61.24 |