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Papers Benchmarks Datasets Tasks

Dimensionality Reduction research benchmarks – Page 5 · SOTA2 Research

Dimensionality Reduction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

84.2kNN Accuracy

3

Apr 29, 2026

98.7kNN Accuracy

3

Apr 29, 2026

88.3kNN Accuracy

3

Apr 29, 2026

91.5kNN Accuracy

3

Apr 29, 2026

77.4Triplet Centroid Accuracy

3

Feb 26, 2026

ImageNet ILSVRC2012 (val)

52.61-NN Accuracy

3

Feb 26, 2026

96.7Trustworthiness

3

Feb 26, 2026

86.9Trustworthiness

2

Apr 29, 2026

57.2Centroid Triplet Accuracy

2

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Flow Cytometry 3M

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Mouse scRNA-seq 20K

—

—Primary metric

0

Feb 26, 2026

20Newsgroups 18K

—

—Primary metric

0

Feb 26, 2026

S-Curve with Hole 9.5K

—

—Primary metric

0

Feb 26, 2026

Olivetti Faces 0.4K

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Page 5 of 5

Popular datasets

MNIST COIL F-MNIST CIFAR Fashion MNIST

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