Image Classification on CIFAR-10 (train)
0Error RateMax Pooling
Evaluation Results
| Method | Links | |
|---|---|---|
| Max PoolingArchitecture=3-layer Conv. Net, Pooling Method=Max2013.01 | 0 | |
| BPArchitecture=Convolutional, Network Type=Conventional, Sign Constraint=Mixed-sign2021.06 | 0.15 | |
| BPArchitecture=Convolutional, Network Type=Conventional, Sign Constraint=Nonnegative2021.06 | 0.23 | |
| BPArchitecture=Locally connected, Network Type=Vectorized, Sign Constraint=Nonnegative2021.06 | 0.34 | |
| BPArchitecture=Locally connected, Network Type=Vectorized, Sign Constraint=Mixed-sign2021.06 | 0.36 | |
| CURVEBALL λArchitecture=ResNet-182018.05 | 0.7 | |
| BPArchitecture=Fully connected, Network Type=Vectorized, Sign Constraint=Nonnegative2021.06 | 0.72 | |
| BPArchitecture=Fully connected, Network Type=Conventional, Sign Constraint=Mixed-sign2021.06 | 0.73 | |
| BPArchitecture=Fully connected, Network Type=Vectorized, Sign Constraint=Mixed-sign2021.06 | 0.78 | |
| GEVBArchitecture=Locally connected, Network Type=Vectorized, Sign Constraint=Nonnegative2021.06 | 0.83 | |
| GEVBArchitecture=Locally connected, Network Type=Vectorized, Sign Constraint=Mixed-sign2021.06 | 0.83 | |
| BPArchitecture=Fully connected, Network Type=Conventional, Sign Constraint=Nonnegative2021.06 | 0.96 | |
| GEVBArchitecture=Fully connected, Network Type=Vectorized, Sign Constraint=Nonnegative2021.06 | 1.25 | |
| CURVEBALLArchitecture=ResNet-182018.05 | 1.3 | |
| AdamArchitecture=ResNet-182018.05 | 1.4 | |
| BPArchitecture=Convolutional, Network Type=Vectorized, Sign Constraint=Mixed-sign2021.06 | 1.71 | |
| Avg PoolingArchitecture=3-layer Conv. Net, Pooling Method=Average2013.01 | 1.92 | |
| GEVBArchitecture=Fully connected, Network Type=Vectorized, Sign Constraint=Mixed-sign2021.06 | 2.02 | |
| cSB-EPArchitecture=4-conv, Algorithm Variant=cEP2026.06 | 2.08 | |
| SGDArchitecture=ResNet-182018.05 | 2.1 | |
| 0/1(BCD)Filter number=2340, Parameter number=14.20M, FLOPs (M)=221.42022.06 | 2.179 | |
| SELUFilter number=3000, Parameter number=14.21M, FLOPs (M)=223.42022.06 | 2.43 | |
| STEFilter number=3000, Parameter number=14.21M, FLOPs (M)=221.72022.06 | 2.465 | |
| ReLUFilter number=3000, Parameter number=14.21M, FLOPs (M)=223.42022.06 | 2.478 | |
| SwishFilter number=3000, Parameter number=14.21M, FLOPs (M)=223.42022.06 | 2.486 | |
| TanhFilter number=3000, Parameter number=14.21M, FLOPs (M)=223.42022.06 | 2.488 | |
| Bi-Real-NetFilter number=3000, Parameter number=14.21M, FLOPs (M)=221.72022.06 | 2.497 | |
| DFAArchitecture=Fully connected, Network Type=Conventional, Sign Constraint=Mixed-sign2021.06 | 2.88 | |
| DFAArchitecture=Locally connected, Network Type=Conventional, Sign Constraint=Mixed-sign2021.06 | 2.94 | |
| PCNNFilter number=3000, Parameter number=14.21M, FLOPs (M)=221.72022.06 | 3.007 | |
| SigmoidFilter number=3000, Parameter number=14.21M, FLOPs (M)=223.42022.06 | 3.05 | |
| BPArchitecture=4-conv2026.06 | 3.1 | |
| DFAArchitecture=Fully connected, Network Type=Conventional, Sign Constraint=Nonnegative2021.06 | 3.28 | |
| Stochastic PoolingArchitecture=3-layer Conv. Net, Pooling Method=Stochastic2013.01 | 3.4 | |
| CCNNFilter number=3000, Parameter number=14.21M, FLOPs (M)=221.72022.06 | 3.626 | |
| cEPArchitecture=4-conv2026.06 | 4.98 | |
| cEPArchitecture=4-conv2026.06 | 5.6 | |
| CURVEBALL λArchitecture=Basic + BN2018.05 | 7.6 | |
| CURVEBALLArchitecture=Basic + BN2018.05 | 9.4 | |
| AdamArchitecture=Basic + BN2018.05 | 9.6 | |
| SGDArchitecture=Basic + BN2018.05 | 10 | |
| DFAArchitecture=Locally connected, Network Type=Conventional, Sign Constraint=Nonnegative2021.06 | 10.62 | |
| CURVEBALL λArchitecture=Basic2018.05 | 14.1 | |
| CURVEBALLArchitecture=Basic2018.05 | 15.3 | |
| AdamArchitecture=Basic2018.05 | 15.7 | |
| BPArchitecture=Convolutional, Network Type=Vectorized, Sign Constraint=Nonnegative2021.06 | 16.29 | |
| DFAArchitecture=Convolutional, Network Type=Conventional, Sign Constraint=Mixed-sign2021.06 | 17.25 | |
| SGDArchitecture=Basic2018.05 | 18.9 | |
| GEVBArchitecture=Convolutional, Network Type=Vectorized, Sign Constraint=Mixed-sign2021.06 | 20.59 | |
| GEVBArchitecture=Convolutional, Network Type=Vectorized, Sign Constraint=Nonnegative2021.06 | 28.83 | |
| DFAArchitecture=Convolutional, Network Type=Conventional, Sign Constraint=Nonnegative2021.06 | 48.43 |