Privacy-preserving neural network inference on ResNet (inference)
1Inference Time (s)PrivQJ
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PrivQJNetwork Setting=LAN2026.03 | 1 | 11.3 | — | — | |
| PrivQJNetwork Setting=WAN12026.03 | 1 | — | — | — | |
| PrivQJNetwork Setting=LAN2026.03 | 1 | 11.3 | — | — | |
| PrivQJNetwork Setting=WAN12026.03 | 1 | — | — | — | |
| PrivQJNetwork Environment=LAN, Cost Type=Online2026.03 | 10.8 | 1,620 | — | — | |
| FIT [14]Network Environment=LAN, Cost Type=Online2026.03 | 11.6 | 1,544 | — | — | |
| FIT [14]Network Environment=WAN1, Cost Type=Online2026.03 | 151 | — | — | — | |
| PrivQJNetwork Environment=WAN1, Cost Type=Online2026.03 | 151.6 | — | — | — | |
| PrivQJSetting=LAN, Model=ResNet2026.03 | 196.8 | 2,686 | — | — | |
| [14]Network Setting=LAN2026.03 | 197 | 2,611 | 230 | 197 | |
| FITSetting=LAN, Model=ResNet2026.03 | 197 | 2,611 | — | — | |
| FITNetwork Setting=LAN2026.03 | 197 | 2,611 | 230 | 197 | |
| [10]Network Environment=LAN, Cost Type=Online2026.03 | 410 | 1,740 | — | — | |
| [10]Network Setting=LAN2026.03 | 410 | 1,740 | 153 | 410 | |
| [10]Setting=LAN, Model=ResNet2026.03 | 410 | 1,740 | — | — | |
| [10]Network Setting=LAN2026.03 | 410 | 1,740 | 153 | 410 | |
| [14]Network Setting=WAN12026.03 | 426 | — | — | 426 | |
| FITNetwork Setting=WAN12026.03 | 426 | — | — | 426 | |
| [10]Network Environment=WAN1, Cost Type=Online2026.03 | 563 | — | — | — | |
| [10]Network Setting=WAN12026.03 | 563 | — | — | 563 | |
| [10]Network Setting=WAN12026.03 | 563 | — | — | 563 |