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Domain Generalization research benchmarks – Page 6 · SOTA2 Research

Domain Generalization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Camelyon17 (test)

97.5Domain 1 Accuracy

4

Feb 26, 2026

Office-Home (train+val)

59.37Art Accuracy

4

Feb 26, 2026

ColoredMNIST DomainBed (test)

52.1Accuracy

3

Feb 26, 2026

DomainNet, TerraIncognita, Office (test)

0.635DomainNet Accuracy

3

Feb 26, 2026

21.29AAUC

2

Apr 1, 2026

26.19AAUC

2

Apr 1, 2026

TerraIncognita No Noise (test)

86.7ID Score

2

Feb 26, 2026

OfficeHome No Noise (test)

85.1ID Performance

2

Feb 26, 2026

55.5Amazon Accuracy

2

Feb 26, 2026

—

—Accuracy (Art)

0

Feb 26, 2026

Spurious-Fourier (test val)

—

—Primary metric

0

Feb 26, 2026

Spurious-Fourier (train val)

—

—Primary metric

0

Feb 26, 2026

Page 6 of 6

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PACS OfficeHome ImageNet DomainBed DomainNet

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