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k-means clustering research benchmarks · SOTA2 Research

k-means clustering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

YearPredictionMSD (train)

71.65Avg Cost

26

Feb 26, 2026

Synthetic d=3, K=8, N=1600

3.718WCSS

25

Mar 31, 2026

Synthetic (d=3, K=8, N=800)

1.847WCSS

25

Mar 31, 2026

Synthetic (d=3, K=8, N=400)

0.946WCSS

25

Mar 31, 2026

Synthetic d=3, K=4, N=800

5.367WCSS

25

Mar 31, 2026

Synthetic d=3, K=4, N=400

2.662WCSS

25

Mar 31, 2026

Synthetic (d=3, K=4, N=200)

1.319WCSS

25

Mar 31, 2026

Synthetic (d=3, K=2, N=400)

7.69WCSS

25

Mar 31, 2026

Synthetic (d=3, K=2, N=200)

3.838WCSS

25

Mar 31, 2026

Synthetic d=3, K=2, N=100

1.9WCSS

25

Mar 31, 2026

Synthetic (d=2, K=8, N=1600)

1.409WCSS

25

Mar 31, 2026

Synthetic d=2, K=8, N=800

0.701WCSS

25

Mar 31, 2026

Synthetic (d=2, K=8, N=400)

0.362WCSS

25

Mar 31, 2026

Synthetic (d=2, K=4, N=800)

2.815WCSS

25

Mar 31, 2026

Synthetic (d=2, K=4, N=400)

1.382WCSS

25

Mar 31, 2026

Synthetic d=2, K=4, N=200

0.683WCSS

25

Mar 31, 2026

Synthetic d=2, K=2, N=400

4.955WCSS

25

Mar 31, 2026

Synthetic (d=2, K=2, N=200)

2.458WCSS

25

Mar 31, 2026

Synthetic d=2, K=2, N=100

1.249WCSS

25

Mar 31, 2026

9Number of Clusters (K)

6

Jun 5, 2026

10Estimated Cluster Number

6

Jun 5, 2026

12Estimated Cluster Number

6

Jun 5, 2026

0.613NMI

5

Feb 26, 2026

ImageNet k=1000

74.3NMI

5

Feb 26, 2026

0.761NMI

5

Feb 26, 2026

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