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Benchmarks
Image Classification on MNIST (DNN Runtime and Protection Overhead Analysis)
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1.164
Latency (Unprotected DNN) (ms)
Adaptive Protection
1.1058
1.1349
1.164
1.1931
Jul 29, 2024
Latency (Unprotected DNN) (ms)
Latency (Uniform Protection: ABFT) (ms)
Latency (Adaptive Protection: GNN Predictor) (ms)
Latency (Adaptive Protection: ABFT) (ms)
Total Runtime Reduction (%)
Protection Overhead Reduction (%)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Latency (Unprotected DNN) (ms)
Latency (Uniform Protection: ABFT) (ms)
Latency (Adaptive Protection: GNN Predictor) (ms)
Latency (Adaptive Protection: ABFT) (ms)
Total Runtime Reduction (%)
Protection Overhead Reduction (%)
Adaptive Protection
Model=LeNet, Execution...
2024.07
1.164
0.179
0.047
0.068
4.77
35.75
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