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Papers Benchmarks Datasets Tasks

Classification research benchmarks – Page 157 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Benchmark Dataset Suite Adult, BankMark, BreastCa, CreditG, Iris, Syn-Bal, Syn-Imb, Wine (5-fold cross-validation)

7Win Count

5

Feb 26, 2026

BankMark 5-fold cross-validation

Compactness-KNN

100Accuracy

5

Feb 26, 2026

Abnormal EEG dataset (test)

83Accuracy

5

Feb 26, 2026

Epilepsy EEG dataset (test)

85Accuracy

5

Feb 26, 2026

98.2Accuracy

5

Feb 26, 2026

61.7Accuracy

5

Feb 26, 2026

71.5Accuracy

5

Feb 26, 2026

75.3Accuracy

5

Feb 26, 2026

UCR TwoPatterns

71.6Accuracy

5

Feb 26, 2026

76.4Accuracy

5

Feb 26, 2026

Ecoli UCI (test)

88.1Accuracy

5

Feb 26, 2026

Connectionist Bench

76.9F1 Score

5

Feb 26, 2026

77.8F1 Score

5

Feb 26, 2026

hybrid approach

94.68AU-ARC

5

Feb 26, 2026

BCIC-IV-2A (Subject-independent)

69.68Accuracy

5

Feb 26, 2026

ACSEmployment & ACSTravelTime (test)

Uniform sampling

76.37Accuracy (Test)

5

Feb 26, 2026

ADHD-200 HC vs ADHD

MM-GTUNets + FG-Trac

82.7Acc

5

Feb 26, 2026

Ionosphere (10-fold CV)

0.481P-Value

5

Feb 26, 2026

Wine Quality (10-fold CV)

0.001P-Value

5

Feb 26, 2026

Heart Disease (10-fold CV)

0.468P-Value

5

Feb 26, 2026

Mammography (Matched Distributions)

83G-Mean

5

Feb 26, 2026

Yeast4 (Matched Distributions)

75G-Mean

5

Feb 26, 2026

63.5Accuracy

5

Feb 26, 2026

82.3Accuracy

5

Feb 26, 2026

Bank Fraud base variant (test)

43.9WGA

5

Feb 26, 2026

Page 157 of 202

Popular datasets

CIFAR MNIST Adult ImageNet Wine

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