Classification on CIFAR
16.75Error Rate (%)BN
Evaluation Results
| Method | Links | |
|---|---|---|
| BNBatch Normalization=true2015.10 | 16.75 | |
| BN+BMBatch Normalization=true, Batch Manhattan=true2015.10 | 17.94 | |
| brSF+BN+BMFeedback=Biased Random Sign-concordant, Batch Normalization=true, Batch Manhattan=true2015.10 | 18.44 | |
| frSF+BN+BMFeedback=Fixed Random Sign-concordant, Batch Normalization=true, Batch Manhattan=true2015.10 | 19.02 | |
| uSF+BN+BMFeedback=Uniform Sign-concordant, Batch Normalization=true, Batch Manhattan=true2015.10 | 19.29 | |
| uSF+BNFeedback=Uniform Sign-concordant, Batch Normalization=true2015.10 | 19.48 | |
| SGDOptimizer=SGD2015.10 | 22.73 | |
| BMBatch Manhattan=true2015.10 | 23.98 | |
| uSF+BMFeedback=Uniform Sign-concordant, Batch Manhattan=true2015.10 | 26.25 | |
| NuSFFeedback=Normalized uSF2015.10 | 40.6 | |
| uSFFeedback=Uniform Sign-concordant2015.10 | 90 |