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Digit Classification research benchmarks – Page 2 · SOTA2 Research

Digit Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SYND → MNIST P45 (target)

90.21Target Domain Accuracy

14

Feb 27, 2026

SYND → MNIST P20 (target)

95.37Accuracy (Target Domain)

14

Feb 27, 2026

93.5Test Accuracy

14

Feb 26, 2026

MNIST -> MNIST-M (target test)

97.8Accuracy

11

Feb 27, 2026

SVHN -> MNIST (target)

98.9Accuracy

11

Feb 26, 2026

25.4Faithfulness

10

May 8, 2026

0.96V-Score

10

Feb 26, 2026

Digit Datasets MT, US, SN, MM

target-free CUTI-domain

0.3Source Drop

10

Feb 26, 2026

Spherical MNIST (test)

98.6Accuracy

9

Jun 11, 2026

rotMNIST (0°, 90°) 1.0 (test)

85.12Accuracy

9

Feb 26, 2026

USPS -> MNIST (target)

96.9Accuracy

9

Feb 26, 2026

MNIST -> USPS target full (train)

98.6Accuracy

9

Feb 26, 2026

MNIST -> USPS (target)

97.3Accuracy

9

Feb 26, 2026

Multi-MNIST 3-digits (test)

Double-Clip MGDA

98.76Test Accuracy (eps=0.00)

8

May 8, 2026

Multi-MNIST 2-digits (test)

Double-Clip MGDA

95.66Accuracy (eps=0.00)

8

May 8, 2026

Standard Learning

95.4Accuracy

8

Feb 26, 2026

Standard Learning

99.1Accuracy

8

Feb 26, 2026

Standard Learning

99.2Accuracy

8

Feb 26, 2026

Rotating MNIST Average of target domains

87.1Accuracy

6

Feb 26, 2026

Rotating MNIST 315°

97.5Accuracy

6

Feb 26, 2026

Rotating MNIST 270°

96.2Accuracy

6

Feb 26, 2026

Rotating MNIST 225°

91.5Accuracy

6

Feb 26, 2026

Rotating MNIST 180°

91.9Accuracy

6

Feb 26, 2026

Rotating MNIST 135°

90.5Accuracy

6

Feb 26, 2026

Rotating MNIST 90°

82.2Accuracy

6

Feb 26, 2026

Page 2 of 3

Popular datasets

MNIST Rotating MNIST SYND → MNIST SVHN USPS MNIST

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