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Clustering research benchmarks – Page 15 · SOTA2 Research

Clustering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

93.63Accuracy (ACC)

13

Mar 19, 2026

95.05Accuracy

13

Mar 19, 2026

81.65Accuracy (ACC)

13

Mar 19, 2026

91.43Accuracy

13

Mar 19, 2026

0.9NMI

13

Mar 6, 2026

85NMI

13

Mar 6, 2026

Land mine (n=338, d=3, k=5)

q-PCKMeans (CA)

26.96SSE

13

Feb 26, 2026

37.14ACC_clu

13

Feb 26, 2026

58.25ACC (Clustering)

13

Feb 26, 2026

CIFAR100-20 unlabelled (train)

92.4Clustering Accuracy

13

Feb 26, 2026

0.429NMI

13

Feb 26, 2026

78.8NMI

13

Feb 26, 2026

USPS original (train+test)

0.982Accuracy

13

Feb 26, 2026

OpenML 22 datasets

3.61Rank

12

Jun 30, 2026

UCI 22 datasets

2.91Rank (Avg)

12

Jun 30, 2026

Spectral vs. Consensus

1Cohen's Kappa

12

Jun 30, 2026

0.01Runtime (s)

12

Jun 18, 2026

0Runtime (s)

12

Jun 18, 2026

0Runtime (s)

12

Jun 18, 2026

0.01Runtime (s)

12

Jun 18, 2026

0Runtime (s)

12

Jun 18, 2026

0Runtime (s)

12

Jun 18, 2026

ionosphere UMAP10

0Runtime (s)

12

Jun 18, 2026

0Runtime (s)

12

Jun 18, 2026

0Runtime (s)

12

Jun 18, 2026

Page 15 of 67

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