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Subspace Clustering research benchmarks – Page 2 · SOTA2 Research

Subspace Clustering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Extended Yale B 38 subjects

2.67Mean Clustering Error

10

Feb 26, 2026

Extended Yale B 35 subjects

0.027Mean Clustering Error

10

Feb 26, 2026

Extended Yale B 30 subjects

2.07Mean Clustering Error

10

Feb 26, 2026

Extended Yale B 25 subjects

1.75Mean Clustering Error

10

Feb 26, 2026

Extended Yale B 20 subjects

1.73Mean Clustering Error

10

Feb 26, 2026

Extended Yale B 15 subjects

1.69Mean Clustering Error

10

Feb 26, 2026

Fashion-MNIST-1k

0.633NMI

9

Feb 26, 2026

0.667NMI

9

Feb 26, 2026

90.4NMI

9

Feb 26, 2026

98.3NMI

9

Feb 26, 2026

52.98Clustering Accuracy

9

Feb 26, 2026

UMIST Scattered

88.8ACC

8

Feb 26, 2026

COIL-100 Scattered

0.984ACC

8

Feb 26, 2026

COIL-40 Scattered

100Accuracy

8

Feb 26, 2026

MNIST Scattered

0.99Accuracy

6

Feb 26, 2026

EMNIST Scattered

74.4ACC

5

Feb 26, 2026

Extended Yale B 10 subjects

96.9Average Computational Time (sec)

5

Feb 26, 2026

Extended Yale B 8 subjects

16.3Average Computational Time (s)

5

Feb 26, 2026

Extended Yale B 5 subjects

5.7Average Computational Time (s)

5

Feb 26, 2026

Extended Yale B 3 subjects

1.9Average Computational Time (s)

5

Feb 26, 2026

88.8Accuracy

4

Feb 26, 2026

Extended Yale B 20 subjects

1.25Clustering Error

4

Feb 26, 2026

53.52Clustering Accuracy

4

Feb 26, 2026

Yale B face database illumination subspaces (Quarter-data)

28.78Mean EFS

3

Jun 4, 2026

Yale B face database illumination subspaces (Half-data)

52.5Mean EFS

3

Jun 4, 2026

Page 2 of 3

Popular datasets

Extended Yale B Yale B COIL Hopkins155 MNIST

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