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Classification research benchmarks – Page 138 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Longkou (2% train)

99.99Class 1 Accuracy

6

Mar 4, 2026

75.1Accuracy

6

Mar 4, 2026

0.852AUC

6

Mar 4, 2026

78.5F1 Score

6

Mar 4, 2026

3D-FUTURE (test)

86.1Accuracy

6

Mar 4, 2026

VGGSound A+V -> T

51.8Top-1 Accuracy

6

Feb 27, 2026

59.2Accuracy

6

Feb 27, 2026

96.45Accuracy

6

Feb 26, 2026

91.77Accuracy

6

Feb 26, 2026

87.63Accuracy

6

Feb 26, 2026

91.33Accuracy

6

Feb 26, 2026

OfficeHome BTDA setup

64.3ACC (Ar->Cl, Pr, Rw)

6

Feb 26, 2026

45.2ACC

6

Feb 26, 2026

83.4ROC AUC

6

Feb 26, 2026

0.92ROC AUC

6

Feb 26, 2026

0.709ROC AUC

6

Feb 26, 2026

1ROC AUC

6

Feb 26, 2026

TAG-C corrupted visual modality

62Top-1 Accuracy

6

Feb 26, 2026

TAG-C corrupted visual modality v1 based on ImageNet-C corruptions (test)

61.6Brightness Accuracy (TAG-C)

6

Feb 26, 2026

SkyScript (test)

70.89Top-1 Accuracy

6

Feb 26, 2026

ISARC LLM Encoding Study Dataset 2025 (42 folds cross-validation)

text-embedding-3-large

0.007P-Value

6

Feb 26, 2026

72.4Accuracy

6

Feb 26, 2026

DVD to Electronics cross-topic text domain shift (target)

70.34Accuracy

6

Feb 26, 2026

Books to Kitchen cross-topic text domain shift target

72.72Accuracy

6

Feb 26, 2026

USPS to MNIST (target)

70.046Accuracy

6

Feb 26, 2026

Page 138 of 202

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