Image Classification on CIFAR-10 (Accuracy, t(4), d)
91.2AccuracySimCLR (ResNet-18)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SimCLR (ResNet-18)Mostly local?=✘, Mem (GB)=2.4, s/ep=1202026.04 | 91.2 | — | — | |
| PM-CNN (ResNet-10, end-to-end)Mostly local?=✘, Mem (GB)=1.3, s/ep=722026.04 | 84.2 | — | — | |
| Gabor+MLP (gradient, matched arch.)Mostly local?=✘, Mem (GB)=1.2, s/ep=682026.04 | 83.4 | — | — | |
| Full modelMostly local?=✓, Mem (GB)=4.8, s/ep=3102026.04 | 80.1 | 18.3 | 5.2 | |
| No memoryMostly local?=✓, Mem (GB)=4.1, s/ep=2602026.04 | 76.9 | 15.1 | 3.5 | |
| Forward-ForwardMostly local?=✓, Mem (GB)=1.0, s/ep=852026.04 | 76 | — | — | |
| No top-down (T=0)Mostly local?=✓, Mem (GB)=4.2, s/ep=2502026.04 | 75.7 | 12.1 | 2.8 | |
| Single stream (F=1)Mostly local?=✓, Mem (GB)=2.4, s/ep=1552026.04 | 73.1 | 5.7 | 1.3 | |
| Hebbian-onlyMostly local?=✓, Mem (GB)=4.0, s/ep=2402026.04 | 71 | — | — | |
| Frozen random featuresMostly local?=✓, Mem (GB)=0.4, s/ep=202026.04 | 42.3 | — | — |