N-MNIST
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Classification | N-MNIST (test) | Accuracy99.7 | 80 | |
| Timing Attack | N-MNIST integer | Attack Success Rate (ASR)100 | 66 | |
| Image Classification | N-MNIST binary | ASR100 | 54 | |
| Image Classification | N-MNIST | Accuracy99.7 | 44 | |
| Classification | N-MNIST | Accuracy99.7 | 33 | |
| Adversarial Attack | Binary N-MNIST | ASR100 | 27 | |
| Digit Classification | N-MNIST Binary-grid | Accuracy99.64 | 27 | |
| Adversarial Attack | N-MNIST | ASR100 | 26 | |
| Classification | N-MNIST (test) | Surrogate Forward Acc98.77 | 13 | |
| Adversarial Attack | N-MNIST binary (test) | ASR (L0 < 200)63 | 10 | |
| Object Recognition | N-MNIST (test) | Accuracy99.7 | 9 | |
| Object Recognition | N-MNIST | Accuracy99.1 | 7 | |
| SNN Classification | N-MNIST (test) | Test Accuracy94.03 | 6 | |
| Timing Attack | N-MNIST Binary (test) | ASR94 | 6 | |
| IP Protection | N-MNIST | Aauth99.16 | 5 | |
| Neuromorphic Classification | N-MNIST | Accuracy (Auth)99.1 | 3 | |
| Digit Recognition | N-MNIST Integer-grid | Accuracy99.71 | 3 | |
| Classification | N-MNIST | Error Rate0.9 | 3 | |
| Event-based Dataset Generation | N-MNIST | Generation Speed (ms/sample)300 | 1 |
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