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Papers Benchmarks Datasets Tasks

Clustering research benchmarks – Page 2 · SOTA2 Research

Clustering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MultiFashion V=3, K=10

97.46Clustering Accuracy

54

Jun 4, 2026

82.09Clustering Accuracy

54

Jun 4, 2026

92.98Accuracy

54

Jun 23, 2026

GMM EM with ICL

0.93ARI

53

Jun 25, 2026

98.6ACC

52

Jun 2, 2026

0.51NMI

51

Jun 25, 2026

100Accuracy

50

Jun 5, 2026

100Accuracy

50

Jun 5, 2026

41.5ARI

50

Jul 9, 2026

79ARI

49

Jun 4, 2026

Sensorless Drive Diagnosis

1.51Ek Error

48

Mar 19, 2026

3D Road Network

0Ek

48

Mar 19, 2026

MiniBatchKMeans

5.15Ek

48

Mar 19, 2026

Protein Homology m=145,751, n=74 (test)

0Ek

48

Mar 19, 2026

0Ek

48

Mar 19, 2026

Range Queries Aggregates m = 200,000, n = 7 1.0

0Ek

48

Mar 19, 2026

MFCCs for Speech Emotion Recognition

MiniBatchKMeans

5.53Ek (Clustering Score)

48

Mar 19, 2026

MiniBatchKMeans

5.65Ek

48

Mar 19, 2026

Skin Segmentation (full)

0Ek

48

Mar 19, 2026

Online News Popularity

0Error (E_k)

48

Mar 19, 2026

MiniBooNE Particle Identification m = 130,064, n = 50 (full)

0Ek

48

Mar 19, 2026

0Ek

48

Mar 19, 2026

Gas Sensor Array Drift

0Ek Relative Error

48

Mar 19, 2026

0Ek

48

Mar 19, 2026

79.3ACC

47

Feb 26, 2026

Page 2 of 67

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