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Papers Benchmarks Datasets Tasks

5-way 1-shot Image Classification research benchmarks · SOTA2 Research

5-way 1-shot Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

miniImageNet standard (test)

58.92Accuracy

12

Feb 26, 2026

ImageNet L_dogs full (train)

INCEPTION ORACLE

99Accuracy

4

Feb 26, 2026

ImageNet L_dogs full (test)

INCEPTION ORACLE

99Accuracy

4

Feb 26, 2026

ImageNet #L_rand full (train)

INCEPTION ORACLE

99Accuracy

4

Feb 26, 2026

ImageNet L_rand full (test)

INCEPTION ORACLE

99Accuracy

4

Feb 26, 2026

Describable Textures

32.8Target Accuracy

2

Feb 26, 2026

90.6Target Accuracy

2

Feb 26, 2026

55.6Target Accuracy

2

Feb 26, 2026

Popular datasets

ImageNet QuickDraw Traffic Sign Describable Textures

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