Private Inference on Tiny ImageNet
6.17Runtime (WAN)Ours
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| OursArchitecture=LeNet2025.07 | 6.17 | — | — | — | — | 3.65 | 2.74 | |
| MD-SONICArchitecture=LeNet2025.07 | 12.59 | — | — | — | — | 9.83 | 3.37 | |
| MD-MLArchitecture=LeNet2025.07 | 24.14 | — | — | — | — | 12.75 | 133.22 | |
| StriaNetModel Backbone=ResNet-50, Server CPU Threads=16x2026.01 | 28.95 | 41.4 | 66.3 | 215.7 | 77.36 | — | — | |
| Vanilla CheetahModel Backbone=ResNet-50, Server CPU Threads=16x2026.01 | 37.42 | 58.25 | 99.91 | 349.9 | — | — | — | |
| StriaNetModel Backbone=ResNet-50, Server CPU Threads=8x2026.01 | 44.94 | 57.39 | 82.29 | 231.69 | 84.01 | — | — | |
| StriaNetModel Backbone=ResNet-101, Server CPU Threads=16x2026.01 | 53.23 | 74.96 | 118.41 | 379.12 | 75.07 | — | — | |
| Vanilla CheetahModel Backbone=ResNet-50, Server CPU Threads=8x2026.01 | 53.5 | 74.33 | 115.99 | 365.98 | — | — | — | |
| Vanilla CheetahModel Backbone=ResNet-101, Server CPU Threads=16x2026.01 | 70.91 | 109.93 | 187.98 | 656.25 | — | — | — | |
| StriaNetModel Backbone=ResNet-50, Server CPU Threads=4x2026.01 | 76.46 | 88.91 | 113.81 | 263.21 | 89.76 | — | — | |
| StriaNetModel Backbone=ResNet-101, Server CPU Threads=8x2026.01 | 83.78 | 105.5 | 148.96 | 409.67 | 82.28 | — | — | |
| Vanilla CheetahModel Backbone=ResNet-50, Server CPU Threads=4x2026.01 | 85.18 | 106.01 | 147.68 | 397.66 | — | — | — | |
| OursArchitecture=AlexNet2025.07 | 88.67 | — | — | — | — | 46.4 | 93.23 | |
| Vanilla CheetahModel Backbone=ResNet-101, Server CPU Threads=8x2026.01 | 101.82 | 140.84 | 218.89 | 687.16 | — | — | — | |
| StriaNetModel Backbone=ResNet-101, Server CPU Threads=4x2026.01 | 143.97 | 165.69 | 209.15 | 469.86 | 88.47 | — | — | |
| MD-SONICArchitecture=AlexNet2025.07 | 161.01 | — | — | — | — | 147.69 | 44.55 | |
| Vanilla CheetahModel Backbone=ResNet-101, Server CPU Threads=4x2026.01 | 162.74 | 201.76 | 279.8 | 748.07 | — | — | — | |
| MD-MLArchitecture=AlexNet2025.07 | 314.17 | — | — | — | — | 197.59 | 1,504.84 |