Audio Classification on Speech Commands (test)
98.4AccuracyChimera
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Chimera2024.06 | 98.4 | — | — | — | |
| OriginalTarget ρ=1.0000, Compression ratio=1.00×2026.05 | 98.37 | — | — | 0.0712 | |
| Int4-PTQTarget ρ=0.1274, Compression ratio=7.85×2026.05 | 98.37 | — | — | 0.0692 | |
| S42024.06 | 98.32 | — | — | — | |
| DiBARDTarget ρ=0.0145, Compression ratio=68.87×2026.05 | 97.81 | — | — | 0.0946 | |
| SMPConvParams.=371k2023.04 | 97.71 | — | — | — | |
| ResNet18# par=11.2M2023.03 | 97.7 | — | — | — | |
| Hybrid II-Nets# par=6.0M2023.03 | 97.7 | — | — | — | |
| R-PolyNets# par=11.9M2023.03 | 97.7 | — | — | — | |
| D-PolyNets# par=7.2M2023.03 | 97.7 | — | — | — | |
| FlexTCNParams.=373k2023.04 | 97.67 | — | — | — | |
| S4#Param.=300K, Input length=16,0002023.06 | 97.5 | — | — | — | |
| SeqBoat#Param.=293K, Speed=1.32x, Mem.=0.44x, Input length=16,0002023.06 | 97.35 | — | — | — | |
| SpaceTime2024.06 | 97.29 | — | — | — | |
| PDC# par=5.4M2023.03 | 97.2 | — | — | — | |
| Π-Nets# par=11.9M2023.03 | 97.2 | — | — | — | |
| MEGA-chunk#Param.=300K, Speed=1.00x, Mem.=1.00x, Input length=16,0002023.06 | 96.92 | — | — | — | |
| WaveGan-D2024.06 | 96.25 | — | — | — | |
| CKCNNSIZE=100K2021.02 | 95.27 | — | — | — | |
| CKCNNParams.=100k2023.04 | 95.27 | — | — | — | |
| S42023.04 | 93.96 | — | — | — | |
| MALIModel=Neural CDE2021.02 | 93.7 | — | — | — | |
| LSSL2023.04 | 93.58 | — | — | — | |
| NaiveModel=Neural CDE2021.02 | 93.2 | — | — | — | |
| ACAModel=Neural CDE2021.02 | 93.2 | — | — | — | |
| ODE-RNNSIZE=88K2021.02 | 93.2 | — | — | — | |
| ODE-RNNParams.=89k2023.04 | 93.2 | — | — | — | |
| SemiNormModel=Neural CDE2021.02 | 92.9 | — | — | — | |
| AdjointModel=Neural CDE2021.02 | 92.8 | — | — | — | |
| Neural LSDEMemory (MB)=11872024.02 | 92.7 | — | — | — | |
| Neural LNSDEMemory (MB)=11642024.02 | 92.3 | — | — | — | |
| LEAPMemory (MB)=3912024.02 | 92.2 | — | — | — | |
| Neural GSDEMemory (MB)=15652024.02 | 91.3 | — | — | — | |
| Latent-ODEMemory (MB)=26682024.02 | 91.2 | — | — | — | |
| Augmented-ODEMemory (MB)=26262024.02 | 91.1 | — | — | — | |
| ACE-NODEMemory (MB)=30462024.02 | 91.1 | — | — | — | |
| Neural CDEMemory (MB)=1752024.02 | 89.8 | — | — | — | |
| NCDESIZE=89K2021.02 | 88.5 | — | — | — | |
| NCDEParams.=89k2023.04 | 88.5 | — | — | — | |
| ANCDEMemory (MB)=1802024.02 | 80.7 | — | — | — | |
| DiBATarget ρ=0.0145, Compression ratio=68.87×2026.05 | 76.84 | — | — | 1.0535 | |
| GRUMemory (MB)=46092024.02 | 74.7 | — | — | — | |
| Int2-PTQTarget ρ=0.0650, Compression ratio=15.38×2026.05 | 70.66 | — | — | 1.1903 | |
| LSTMMemory (MB)=40802024.02 | 68.4 | — | — | — | |
| ODE-RNNMemory (MB)=14722024.02 | 67.8 | — | — | — | |
| GRU-ODEMemory (MB)=1712024.02 | 48.7 | — | — | — | |
| GRU-∆tMemory (MB)=16122024.02 | 45.3 | — | — | — | |
| RecurrentAreas with ABS plasticityClasses C=10, MFCCs M=19, Pop. neurons Npop=9, Input dim. ninput=171, Area size n=4,655, Cap k (% sparsity)=815 (17.5%), Learning rate β=3.6×10−3, Epochs=22026.03 | 45.1 | — | 10 | — | |
| GRU-ODESIZE=89K2021.02 | 44.8 | — | — | — | |
| GRU-ODEParams.=89k2023.04 | 44.8 | — | — | — | |
| GRU-DMemory (MB)=17172024.02 | 34.6 | — | — | — | |
| S4Feature Arrangement=Algorithm 12023.03 | 30.1 | — | — | — | |
| GRU-DSIZE=89K2021.02 | 23.9 | — | — | — | |
| GRU-DParams.=89k2023.04 | 23.9 | — | — | — | |
| GRU-ΔtSIZE=89K2021.02 | 20 | — | — | — | |
| GRU-AtParams.=89k2023.04 | 20 | — | — | — | |
| RNNMemory (MB)=19052024.02 | 19.7 | — | — | — | |
| CNNFeature Arrangement=Algorithm 12023.03 | 18 | — | — | — | |
| Local-AttentionFeature Arrangement=Algorithm 12023.03 | 12.9 | — | — | — | |
| S4Feature Arrangement=IGTD2023.03 | 12.8 | — | — | — | |
| S4Feature Arrangement=Randomly Permuted2023.03 | 9.4 | — | — | — | |
| Local-AttentionFeature Arrangement=Randomly Permuted2023.03 | 7.8 | — | — | — | |
| Local-AttentionFeature Arrangement=IGTD2023.03 | 7 | — | — | — | |
| CNNFeature Arrangement=IGTD2023.03 | 5.7 | — | — | — | |
| CNNFeature Arrangement=Randomly Permuted2023.03 | 5.5 | — | — | — | |
| DenseNet-BC-100#Param=0.8M2020.02 | — | 3.23 | — | — | |
| DenseNet-BC-100 + MoEx#Param=0.8M2020.02 | — | 3.31 | — | — | |
| VGG-11-BN#Param=28.2M2020.02 | — | 3.38 | — | — | |
| VGG-11-BN + MoEx#Param=28.2M2020.02 | — | 3 | — | — | |
| WRN-28-10#Param=36.5M2020.02 | — | 2.21 | — | — | |
| WRN-28-10 + MoEx#Param=36.5M2020.02 | — | 1.98 | — | — |