35-way Speech Classification on Speech Commands 8kHz (test)
95.05AccuracyMRConv, Fourier
Evaluation Results
| Method | Links | |
|---|---|---|
| MRConv, FourierSampling rate=8 kHz, Input length=8,000, Zero-shot evaluation=true2024.08 | 95.05 | |
| MRConv, FourierArchitecture Class=Convolutional Models, Parameterization=Fourier2024.08 | 95.05 | |
| S5Parameters=280K, Input length=8000, Zero-shot=true2022.08 | 94.53 | |
| S5Sampling rate=8 kHz, Input length=8,000, Zero-shot evaluation=true2024.08 | 94.53 | |
| S5Architecture Class=State Space Models2024.08 | 94.53 | |
| SGConvSampling rate=8 kHz, Input length=8,000, Zero-shot evaluation=true2024.08 | 94.29 | |
| SGConvArchitecture Class=Convolutional Models2024.08 | 94.29 | |
| S4-LegSParameters=307K, Input length=8000, Zero-shot=true2022.08 | 91.32 | |
| S4-LegSSampling rate=8 kHz, Input length=8,000, Zero-shot evaluation=true2024.08 | 91.32 | |
| S4-LegSArchitecture Class=State Space Models2024.08 | 91.32 | |
| S4D-LegSParameters=306K, Input length=8000, Zero-shot=true2022.08 | 91.08 | |
| S4D-LegSSampling rate=8 kHz, Input length=8,000, Zero-shot evaluation=true2024.08 | 91.08 | |
| S4D-LegSArchitecture Class=State Space Models2024.08 | 91.08 | |
| Liquid-S4Parameters=224K, Input length=8000, Zero-shot=true2022.08 | 90 | |
| Liquid-S4Sampling rate=8 kHz, Input length=8,000, Zero-shot evaluation=true2024.08 | 90 | |
| Liquid-S4Architecture Class=State Space Models2024.08 | 90 | |
| ResNet-1Parameters=216K, Input length=8000, Zero-shot=true2022.08 | 8.74 | |
| ResNet-18Sampling rate=8 kHz, Input length=8,000, Zero-shot evaluation=true2024.08 | 8.74 | |
| ResNet-1Architecture Class=CNNs2024.08 | 8.74 | |
| XResNet-50Parameters=904K, Input length=8000, Zero-shot=true2022.08 | 7.72 | |
| XResNet-50Sampling rate=8 kHz, Input length=8,000, Zero-shot evaluation=true2024.08 | 7.72 | |
| XResNet-50Architecture Class=CNNs2024.08 | 7.72 | |
| ConvNetParameters=26.2M, Input length=8000, Zero-shot=true2022.08 | 7.26 | |
| ConvNetSampling rate=8 kHz, Input length=8,000, Zero-shot evaluation=true2024.08 | 7.26 | |
| ConvNetArchitecture Class=CNNs2024.08 | 7.26 | |
| InceptionNetParameters=481K, Input length=8000, Zero-shot=true2022.08 | 5.18 | |
| InceptionNetSampling rate=8 kHz, Input length=8,000, Zero-shot evaluation=true2024.08 | 5.18 | |
| InceptionNetArchitecture Class=CNNs2024.08 | 5.18 |