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ResearchFormerly WizWand

Digit Recognition

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Digits SVHN, MNIST, USPS (test)

Target-supervised

98.8Average Accuracy

29

Apr 7, 2026

USPS to SVHN (test)

Fully Supervised

91Accuracy

17

Feb 26, 2026

SVHN to USPS (test)

Fully Supervised

94Accuracy

17

Feb 26, 2026

MNIST to USPS SURF features (test)

89.6Accuracy

9

Feb 26, 2026

94Accuracy

7

Jun 23, 2026

MNIST contrast noisy (test)

Ours (Saliency)

4.96Error Rate

4

Feb 26, 2026

MNIST motion noisy (test)

1.42Error Rate

4

Feb 26, 2026

MNIST awgn noisy (test)

Ours (Saliency)

0.024Error Rate

4

Feb 26, 2026

MNIST Rotated multiples of 15 domain M15 (test)

98.6Accuracy

4

Feb 26, 2026

0.989Accuracy

3

Feb 26, 2026

N-MNIST Integer-grid

99.71Accuracy

3

Feb 26, 2026

32.6Top-1 Error Rate

3

Feb 26, 2026

47.9Top-1 Error

3

Feb 26, 2026

Spherical MNIST (test)

99.23Accuracy

3

Feb 26, 2026

NIST SD 19 digits (10) (test)

0.77Average Error Rate

3

Feb 26, 2026

AudioMnist (test)

Parallel feature-free Audio processing

64.1Accuracy

2

Jun 23, 2026

AudioMnist (train)

Parallel feature-free Audio processing

0.769Accuracy

2

Jun 23, 2026

Parallel feature-free Audio processing

65.65Accuracy

2

Jun 23, 2026