ResNet
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Privacy-preserving neural network inference | ResNet (inference) | Inference Time (s)1 | 21 | |
| Watermark similarity restoration | ResNet-18 watermarked | Clean Similarity1 | 9 | |
| Training Efficiency | ResNet architecture | Latency (s)22.06 | 7 | |
| Device Placement | ResNet | Latency per GPU0.0077 | 7 | |
| Predicting image classifier test accuracy | Small ResNet CIFAR-10 trained (test) | R^20.976 | 4 | |
| Privacy-Preserving Neural Network Inference (Online Phase) | ResNet WAN1 | Latency (s)1 | 3 | |
| Privacy-Preserving Neural Network Inference (Online Phase) | ResNet LAN | Communication Overhead (MiB)11.3 | 3 | |
| Secure Neural Network Inference | ResNet WAN1 | Latency (second)426 | 3 | |
| Graph partitioning | ResNet computation graph | Edge Cut4 | 2 | |
| FHE Resource Consumption Analysis | ResNet20 | Metric- | 0 |
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