Image Classification on CIFAR10 (test) (Accuracy, RAC, rBDM)
89.77AccuracyMoMos
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MoMosBackbone=ResNet20, Cap.=10, Config.=s = 22026.02 | 89.77 | 3.1 | 0.75 | |
| Baseline/FP32Backbone=ResNet20, Cap.=100, Config.=q = 322026.02 | 89.3 | 1 | 0.75 | |
| MoMosBackbone=ResNet20, Cap.=5, Config.=s = 22026.02 | 85.47 | 4 | 0.73 | |
| MoMosBackbone=ResNet20, Cap.=1, Config.=s = 22026.02 | 84.98 | 5.5 | 0.71 | |
| MoMosBackbone=ResNet20, Cap.=10, Config.=s = 42026.02 | 83.57 | 5 | 0.65 | |
| MoMosBackbone=Tiny-ViT, Cap.=1, Config.=s = 42026.02 | 83.11 | 8.4 | 0.99 | |
| MoMosBackbone=Tiny-ViT, Cap.=5, Config.=s = 42026.02 | 82.98 | 5.5 | 0.99 | |
| MoMosBackbone=Tiny-ViT, Cap.=10, Config.=s = 42026.02 | 82.59 | 4.2 | 0.99 | |
| QATBackbone=Tiny-ViT, Cap.=–, Config.=q = 82026.02 | 82.51 | 4 | 0.98 | |
| MoMosBackbone=Tiny-ViT, Cap.=1, Config.=s = 22026.02 | 82.07 | 4.1 | 0.98 | |
| QATBackbone=Tiny-ViT, Cap.=–, Config.=q = 162026.02 | 82.01 | 2 | 0.98 | |
| Baseline/FP32Backbone=Tiny-ViT, Cap.=100, Config.=q = 322026.02 | 81.85 | 1 | 0.98 | |
| MoMosBackbone=Tiny-ViT, Cap.=10, Config.=s = 22026.02 | 81.75 | 2.5 | 0.98 | |
| MoMosBackbone=Tiny-ViT, Cap.=5, Config.=s = 22026.02 | 81.67 | 3 | 0.99 | |
| MoMosBackbone=ResNet20, Cap.=5, Config.=s = 42026.02 | 81.65 | 7 | 0.61 | |
| MoMosBackbone=ResNet20, Cap.=0.5, Config.=s = 22026.02 | 81.44 | 6.2 | 0.7 | |
| MoMosBackbone=Tiny-ViT, Cap.=0.5, Config.=s = 22026.02 | 81.43 | 4.7 | 0.98 | |
| QATBackbone=ResNet20, Cap.=–, Config.=q = 162026.02 | 81.38 | 2 | 0.99 | |
| MoMosBackbone=Tiny-ViT, Cap.=0.5, Config.=s = 42026.02 | 79.67 | 9.4 | 0.99 | |
| QATBackbone=ResNet20, Cap.=–, Config.=q = 82026.02 | 73.85 | 4 | 1 | |
| Baseline/FP32Backbone=MLP, Cap.=100, Config.=q = 322026.02 | 57.8 | 1 | 0.94 | |
| MoMosBackbone=MLP, Cap.=10, Config.=s = 22026.02 | 57.68 | 3.7 | 0.94 | |
| QATBackbone=MLP, Cap.=–, Config.=q = 162026.02 | 57.66 | 2 | 0.94 | |
| QATBackbone=MLP, Cap.=–, Config.=q = 82026.02 | 57.63 | 4 | 0.95 | |
| MoMosBackbone=MLP, Cap.=5, Config.=s = 22026.02 | 57.22 | 4.5 | 0.94 | |
| MoMosBackbone=MLP, Cap.=1, Config.=s = 22026.02 | 57.01 | 6.7 | 0.93 | |
| MoMosBackbone=MLP, Cap.=0.5, Config.=s = 22026.02 | 56.97 | 7.7 | 0.9 | |
| MoMosBackbone=MLP, Cap.=10, Config.=s = 42026.02 | 55.21 | 5.3 | 0.83 | |
| MoMosBackbone=MLP, Cap.=5, Config.=s = 42026.02 | 54.93 | 7.7 | 0.8 | |
| MoMosBackbone=MLP, Cap.=1, Config.=s = 42026.02 | 53.27 | 14.3 | 0.68 | |
| MoMosBackbone=MLP, Cap.=0.5, Config.=s = 42026.02 | 52.22 | 14.3 | 0.56 | |
| QATBackbone=Tiny-ViT, Cap.=–, Config.=q = 42026.02 | 48.85 | 8 | 0.83 | |
| MoMosBackbone=ResNet20, Cap.=1, Config.=s = 42026.02 | 48.74 | 11.3 | 0.61 | |
| QATBackbone=MLP, Cap.=–, Config.=q = 42026.02 | 44.35 | 8 | 0.94 | |
| QATBackbone=ResNet20, Cap.=–, Config.=q = 42026.02 | 30.69 | 8 | 0.87 | |
| MoMosBackbone=ResNet20, Cap.=0.5, Config.=s = 42026.02 | 13.08 | 13.3 | 0.79 |