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Papers Benchmarks Datasets Tasks

Unsupervised image classification research benchmarks · SOTA2 Research

Unsupervised image classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet Superclasses (591 classes) WordNet hierarchy (val)

Self-Classifier

46.7Accuracy

8

Feb 26, 2026

ImageNet Superclasses 466 classes WordNet hierarchy (val)

Self-Classifier

60Accuracy

8

Feb 26, 2026

ImageNet Superclasses 128 classes WordNet hierarchy (val)

Self-Classifier

0.718Accuracy

8

Feb 26, 2026

ImageNet Superclasses (29 classes) WordNet hierarchy (val)

Self-Classifier

79.7Accuracy

8

Feb 26, 2026

ImageNet Superclasses (10 classes) WordNet hierarchy (val)

Self-Classifier

85.7Accuracy

8

Feb 26, 2026

Nonliving26 BREEDS (val)

Self-Classifier

72.2NMI

8

Feb 26, 2026

Living17 BREEDS (val)

71.8NMI

8

Feb 26, 2026

Entity30 BREEDS (val)

Self-Classifier

72.9NMI

8

Feb 26, 2026

Entity13 BREEDS (val)

Self-Classifier

73.6NMI

8

Feb 26, 2026

ImageNet 200 randomly selected classes (val)

58.1Top-1 Acc

3

Feb 26, 2026

ImageNet 100 randomly selected classes (val)

68.9Top-1 Acc

3

Feb 26, 2026

ImageNet 50 randomly selected classes (val)

0.768Top-1 Acc

3

Feb 26, 2026

Popular datasets

ImageNet Entity13 Entity30 Living17 BREEDS

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