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Papers Benchmarks Datasets Tasks

Domain Adaptation research benchmarks – Page 2 · SOTA2 Research

Domain Adaptation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

USPS to MNIST (test)

96Accuracy

16

Feb 26, 2026

Office-Home Ar -> Cl (test)

79.32Overall Accuracy

16

Feb 26, 2026

Office-31 1-shot

60.2A->D Accuracy

16

Feb 26, 2026

88Accuracy

15

May 8, 2026

98.4Accuracy

15

May 8, 2026

Office-Home 6% labeled source samples (test)

46.1Ar → Cl Performance

15

Feb 26, 2026

Office-Home 3% labeled source samples (test)

CDS + CDAN + ENT

43.8Ar -> Cl Accuracy

15

Feb 26, 2026

MedQA, LegalBench, FinQA

70.5MedQA Score

14

Feb 26, 2026

88.1Overall Accuracy

14

Feb 26, 2026

OfficeHome RS->UT

76.12Accuracy (Rw -> Pr)

14

Feb 26, 2026

VisDA 1% labeled 2017

79Target Accuracy

14

Feb 26, 2026

VisDA 2017 (0.1% labeled samples per class)

78Target Accuracy

14

Feb 26, 2026

NSCLC patch-level

84.88Balanced Accuracy

12

May 26, 2026

96.5Accuracy (Syn -> Kin)

12

Feb 26, 2026

93.3S→R Accuracy

12

Feb 26, 2026

DomainNet (test)

88.1Accuracy (C->P)

12

Feb 26, 2026

Portraits (target)

85.8Accuracy

12

Feb 26, 2026

Rotated MNIST (target)

93.3Accuracy

12

Feb 26, 2026

94.6Accuracy (A -> D)

12

Feb 26, 2026

GTA5 → Cityscapes (test)

66.66H-Score

11

Feb 26, 2026

RCC patch-level

96.85Balanced Accuracy

10

May 26, 2026

68.6Accuracy (Clipart)

10

May 26, 2026

VisDA PDA (6 shared, 6 source-private, 0 target-private)

80.4Accuracy

10

Feb 26, 2026

Rotating Moons 90°

6.15Classification Error

9

May 7, 2026

Rotating Moons 80°

3.78Classification Error

9

May 7, 2026

Page 2 of 6

Popular datasets

Office-Home VisDA DomainNet Rotating Moons Office

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