N-MNIST

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Classification	N-MNIST (test)	Accuracy99.7	69
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
Adversarial Attack	Binary N-MNIST	ASR100	27
Digit Classification	N-MNIST Binary-grid	Accuracy99.64	27
Adversarial Attack	N-MNIST	ASR100	26
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
Timing Attack	N-MNIST Binary (test)	ASR94	6
Classification	N-MNIST	Accuracy99.64	6
Digit Recognition	N-MNIST Integer-grid	Accuracy99.71	3
Classification	N-MNIST	Error Rate0.9	3

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