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Papers Benchmarks Datasets Tasks

5-way Classification research benchmarks · SOTA2 Research

5-way Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

miniImageNet (test)

81.94Accuracy

231

Feb 26, 2026

tieredImageNet (test)

87.49Accuracy

66

Feb 26, 2026

95.34Average Accuracy

51

Feb 26, 2026

miniImageNet 5-way (test)

70.1Accuracy (1-shot)

47

Feb 26, 2026

ChestX BSCD-FSL

39.48Average Accuracy

45

Feb 26, 2026

62.27Average Accuracy

45

Feb 26, 2026

CropDisease (test)

97.06Accuracy

30

Mar 6, 2026

92.41Accuracy

30

Mar 6, 2026

55.28Accuracy

30

Mar 6, 2026

28.88Accuracy

30

Mar 6, 2026

78.73Accuracy

29

Mar 6, 2026

89.8Accuracy

29

Mar 6, 2026

68.44Accuracy

29

Mar 6, 2026

96.53Accuracy

29

Mar 6, 2026

87.281-shot Accuracy

23

Feb 26, 2026

99.32Accuracy

21

Feb 26, 2026

Low-resolution Single-domain 5-shot

75.5Accuracy

9

Feb 26, 2026

Low-resolution Single-domain 1-shot

61.2Accuracy

9

Feb 26, 2026

49.68Accuracy (5-way, 5-shot)

8

Feb 26, 2026

51.27Accuracy (1-shot)

8

Feb 26, 2026

Cross-domain 5-shot

74.88Accuracy

7

Feb 26, 2026

High-resolution Single-domain 5-shot

79.82Accuracy

7

Feb 26, 2026

High-resolution Single-domain 1-shot

60.88Accuracy

7

Feb 26, 2026

CIFAR100 Fewshot (test)

45.1Accuracy (1-shot)

6

Feb 26, 2026

98.352Accuracy

5

Feb 26, 2026

Popular datasets

ISIC ImageNet CUB CIFAR EuroSAT

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