Image Classification on CIFAR-100 (Accuracy and Runtime)
76.34AccuracyCirca (NegPass)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Circa (NegPass)Network-Dataset=DeepReD1-C100, #ReLUs (K)=229.4, NegPass bits=132021.06 | 76.34 | 1.84 | 1.7 | |
| EuclideanEmbedding Space=Euclidean2021.07 | 76.24 | — | — | |
| DeepReDuce (Baseline)Network-Dataset=DeepReD1-C100, #ReLUs (K)=229.42021.06 | 76.22 | 3.18 | — | |
| C-HyperbolicEmbedding Space=Clipped Hyperbolic2021.07 | 75.88 | — | — | |
| Circa (PosZero)Network-Dataset=DeepReD1-C100, #ReLUs (K)=229.4, PosZero bits=122021.06 | 75.62 | 1.84 | 1.7 | |
| DeepReDuce (Baseline)Network-Dataset=DeepReD3-C100, #ReLUs (K)=196.62021.06 | 75.51 | 2.76 | — | |
| Circa (PosZero)Network-Dataset=DeepReD3-C100, #ReLUs (K)=196.6, PosZero bits=132021.06 | 75.34 | 1.65 | 1.7 | |
| Circa (NegPass)Network-Dataset=DeepReD3-C100, #ReLUs (K)=196.6, NegPass bits=132021.06 | 75.13 | 1.65 | 1.7 | |
| DeepReDuce (Baseline)Network-Dataset=DeepReD2-C100, #ReLUs (K)=114.72021.06 | 74.72 | 1.71 | — | |
| BaselineNetwork=ResNet18, #ReLUs (K)=557.12021.06 | 74.24 | 11.05 | — | |
| BaselineNetwork=VGG16, #ReLUs (K)=284.72021.06 | 73.94 | 5.89 | — | |
| Circa (NegPass)Network=ResNet18, #ReLUs (K)=557.1, Stochastic ReLU Mode=NegPass, Truncation Bits=132021.06 | 73.8 | 4.15 | 2.7 | |
| Circa (PosZero)Network=ResNet18, #ReLUs (K)=557.1, Stochastic ReLU Mode=PosZero, Truncation Bits=122021.06 | 73.76 | 4.15 | 2.7 | |
| Circa (PosZero)Network-Dataset=DeepReD2-C100, #ReLUs (K)=114.7, PosZero bits=132021.06 | 73.64 | 1.05 | 1.6 | |
| Circa (NegPass)Network-Dataset=DeepReD2-C100, #ReLUs (K)=114.7, NegPass bits=132021.06 | 73.47 | 1.05 | 1.6 | |
| Circa (NegPass)Network=VGG16, #ReLUs (K)=284.7, Stochastic ReLU Mode=NegPass, Truncation Bits=122021.06 | 73.25 | 2.25 | 2.6 | |
| Circa (PosZero)Network=VGG16, #ReLUs (K)=284.7, Stochastic ReLU Mode=PosZero, Truncation Bits=122021.06 | 73.19 | 2.25 | 2.6 | |
| HyperbolicEmbedding Space=Hyperbolic2021.07 | 72.26 | — | — | |
| DeepReDuce (Baseline)Network-Dataset=DeepReD4-C100, #ReLUs (K)=98.32021.06 | 71.95 | 1.48 | — | |
| Circa (PosZero)Network-Dataset=DeepReD4-C100, #ReLUs (K)=98.3, PosZero bits=132021.06 | 71.65 | 0.903 | 1.6 | |
| Circa (NegPass)Network-Dataset=DeepReD4-C100, #ReLUs (K)=98.3, NegPass bits=132021.06 | 71.45 | 0.903 | 1.6 | |
| BaselineNetwork=ResNet32, #ReLUs (K)=303.12021.06 | 67.32 | 6.32 | — | |
| Circa (NegPass)Network=ResNet32, #ReLUs (K)=303.1, Stochastic ReLU Mode=NegPass, Truncation Bits=142021.06 | 66.41 | 2.47 | 2.6 | |
| Circa (PosZero)Network=ResNet32, #ReLUs (K)=303.1, Stochastic ReLU Mode=PosZero, Truncation Bits=132021.06 | 66.32 | 2.47 | 2.6 |