Image Classification on CIFAR-10 (val) (Metrics: Top-1 %, ∆ pp)
91.54Top-1 AccuracyMERA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MERALayer type=Conv, DNN model=VGG-16, Layers=5 Conv, P=11,796,480, P-bar=2,540, rho_par=4,644×2026.05 | 91.54 | 0.79 | |
| aTTNLayer type=Conv, DNN model=VGG-16, Layers=5 Conv, P=11,796,480, P-bar=1,820, rho_par=6,481×2026.05 | 91.37 | 0.62 | |
| TTNLayer type=Conv, DNN model=VGG-16, Layers=5 Conv, P=11,796,480, P-bar=1,020, rho_par=11,565×2026.05 | 91.29 | 0.54 | |
| Brick WallLayer type=Conv, DNN model=VGG-16, Layers=5 Conv, P=11,796,480, P-bar=1,820, rho_par=6,481×2026.05 | 91.09 | 0.34 | |
| aTTNLayer type=Linear, DNN model=VGG-16 FC2, Layers=1 FC, P=16,777,216, P-bar=392, rho_par=42,799×2026.05 | 90.73 | 0.54 | |
| TTNLayer type=Linear, DNN model=VGG-16 FC2, Layers=1 FC, P=16,777,216, P-bar=216, rho_par=77,672×2026.05 | 90.12 | 0.07 | |
| MERALayer type=Linear, DNN model=VGG-16 FC2, Layers=1 FC, P=16,777,216, P-bar=536, rho_par=31,301×2026.05 | 89.94 | 0.25 | |
| MERALayer type=Conv, DNN model=AlexNet, Layers=2 Conv, P=1,572,864, P-bar=720, rho_par=2,184×2026.05 | 86.79 | 0.63 | |
| TTNLayer type=Conv, DNN model=AlexNet, Layers=2 Conv, P=1,572,864, P-bar=304, rho_par=5,173×2026.05 | 86.58 | 0.84 | |
| aTTNLayer type=Conv, DNN model=AlexNet, Layers=2 Conv, P=1,572,864, P-bar=592, rho_par=2,656×2026.05 | 85.9 | 1.52 | |
| Brick WallLayer type=Conv, DNN model=AlexNet, Layers=2 Conv, P=1,572,864, P-bar=364, rho_par=4,321×2026.05 | 81.09 | 6.33 | |
| stochastic-fit routing readerSIREN dimension (d)=256, Resolution (H×W)=322026.05 | 66.8 | 4.64 | |
| stochastic-fit routing readerSIREN dimension (d)=128, Resolution (H×W)=322026.05 | 64.31 | 6.87 | |
| explicit bias-route readerSIREN dimension (d)=256, Resolution (H×W)=322026.05 | 63.88 | 1.72 | |
| shared-anchor baselineSIREN dimension (d)=256, Resolution (H×W)=322026.05 | 62.16 | 0 | |
| routing-enhanced readerSIREN dimension (d)=256, Resolution (H×W)=322026.05 | 61.84 | 0.32 | |
| explicit bias-route readerSIREN dimension (d)=128, Resolution (H×W)=322026.05 | 60.7 | 3.26 | |
| routing-enhanced readerSIREN dimension (d)=128, Resolution (H×W)=322026.05 | 59.18 | 1.74 | |
| center-pressure emitterSIREN dimension (d)=256, Resolution (H×W)=322026.05 | 58.39 | 3.77 | |
| shared-anchor baselineSIREN dimension (d)=128, Resolution (H×W)=322026.05 | 57.44 | 0 | |
| center-pressure emitterSIREN dimension (d)=128, Resolution (H×W)=322026.05 | 55.79 | 1.65 |