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Papers Benchmarks Datasets Tasks

Domain Adaptation research benchmarks – Page 3 · SOTA2 Research

Domain Adaptation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Rotating Moons 70°

1.89Classification Error

9

May 7, 2026

Rotating Moons 60°

0.88Classification Error

9

May 7, 2026

Rotating Moons 50°

0.43Classification Error

9

May 7, 2026

Rotating Moons 40°

0.03Classification Error Rate

9

May 7, 2026

Rotating Moons 30°

0Classification Error

9

May 7, 2026

Rotating Moons 20°

0Classification Error

9

May 7, 2026

Rotating Moons 10°

0Classification Error

9

May 7, 2026

8.3PPL Delta (%)

9

Apr 7, 2026

Office-Home Partial-set

68.6Accuracy (Ar → Cl)

9

Mar 20, 2026

ImageNet Domain Adaptation (Source: ImageNet-1K, Targets: Sketch, V2, A, R) 1.0 (test)

LoRAmul + VPTadd + PACE

0.79Accuracy on Source Domain (1K)

9

Feb 26, 2026

CMNIST v1 (test)

100Accuracy (Shift 1.0)

9

Feb 26, 2026

VisDA Re -> Syn (test)

79.7Clean Accuracy

8

Jul 7, 2026

VisDA Syn -> Re (test)

69.5Clean Accuracy

8

Jul 7, 2026

EEG Signals S33 → S00

0.178RMSE (Normalized)

8

Jun 23, 2026

VisDA CDA (12/0/0)

74.8Accuracy

8

Feb 26, 2026

OfficeHome CDA (65/0/0)

55.1Accuracy (A -> C)

8

Feb 26, 2026

Medical, Legal, and Code

65.3Domain Score

7

Apr 21, 2026

Bing -> Imagenet

75Accuracy

7

Feb 27, 2026

Office-Home Three-source domain adaptation

89.88Accuracy (Ar)

7

Feb 26, 2026

DomainNet Ten-shot

81.2Accuracy (R->C)

7

Feb 26, 2026

DomainNet Five-shot

80.3R->C Accuracy

7

Feb 26, 2026

Bing -> SUN (target)

30.54Accuracy

7

Feb 27, 2026

Bing -> Caltech256 (target)

81.71Accuracy

7

Feb 27, 2026

Image-CLEF DA, Office-Home, Amazon Review, and Office-Caltech (various)

1Average Rank

7

Feb 26, 2026

Gymnasium-Robotics Fetch

0.984Return Ratio

6

Jun 30, 2026

Page 3 of 6

Popular datasets

Office-Home VisDA DomainNet Rotating Moons Office

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