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Papers Benchmarks Datasets Tasks

Clustering research benchmarks – Page 62 · SOTA2 Research

Clustering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

84NMI

3

Feb 26, 2026

95NMI

3

Feb 26, 2026

0.92NMI

3

Feb 26, 2026

30,000 Synthetic Datasets 5D Hard (test)

1.56Mean AMI Rank

3

Feb 26, 2026

30,000 Synthetic Datasets 2D Hard (test)

1.6Mean AMI Rank

3

Feb 26, 2026

30,000 Synthetic Datasets 5D Easy (test)

1.57Mean AMI Rank

3

Feb 26, 2026

30,000 Synthetic Datasets 2D Easy (test)

1.57Mean AMI Rank

3

Feb 26, 2026

Synthetic datasets 5D Hard 30,000 sampled datasets (test)

2.64Mean Purity Rank

3

Feb 26, 2026

Synthetic datasets 2D Hard 30,000 sampled datasets (test)

2.58Mean Purity Rank

3

Feb 26, 2026

Synthetic datasets 5D Easy 30,000 sampled datasets (test)

2.31Mean Purity Rank

3

Feb 26, 2026

Synthetic datasets 2D Easy 30,000 sampled (test)

2.36Mean Purity Rank

3

Feb 26, 2026

Synthetic Clustering Datasets 5D Hard

1.49Mean ARI Rank

3

Feb 26, 2026

Synthetic Clustering Datasets 2D Hard

1.5Mean ARI Rank

3

Feb 26, 2026

Synthetic Clustering Datasets 5D Easy

1.54Mean ARI Rank

3

Feb 26, 2026

Synthetic Clustering Datasets 2D Easy

2.47Mean ARI Rank

3

Feb 26, 2026

Saraga (Old Classes)

0.58Silhouette Score

3

Feb 26, 2026

Saraga New Classes

0.82SS

3

Feb 26, 2026

Saraga All Classes

0.56Silhouette Score (SS)

3

Feb 26, 2026

PIM (Old Classes)

0.63Silhouette Score (SS)

3

Feb 26, 2026

PIM (New Classes)

0.85Silhouette Score (SS)

3

Feb 26, 2026

PIM All Classes

0.57SS

3

Feb 26, 2026

OpenImage V7 (val)

17.2V-Measure

3

Feb 26, 2026

MSR-VTT 3 modal

0.29Gap Statistic

3

Feb 26, 2026

AV-MNIST 3 modal

0.24Gap Statistic

3

Feb 26, 2026

0.47Gap Statistic

3

Feb 26, 2026

Page 62 of 67

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