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Few-shot Image Classification research benchmarks – Page 2 · SOTA2 Research

Few-shot Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

tieredImageNet standard (test)

87.93Average Accuracy

34

Feb 26, 2026

0.8Accuracy

33

Jun 5, 2026

FGVC Aircraft (test)

62.1Top-1 Accuracy

31

Feb 26, 2026

all-to-all setting

CLIP-LoRA + ADK

84Accuracy

31

Feb 27, 2026

45.211-shot Acc

31

Feb 26, 2026

miniImageNet original (test)

GaussFusion (Improved EM)

79.015-way 1-shot Acc

30

Feb 26, 2026

StanfordCars (test)

81.29Accuracy (1-shot)

29

Feb 26, 2026

Aircraft (test)

91.2Mean Accuracy

28

Feb 26, 2026

MiniImageNet 5-way 1-shot

93.1Accuracy

28

Feb 26, 2026

mini-Cars (test)

58.09Accuracy

28

Feb 26, 2026

FC100 5-way 5-shot (test)

67.66Accuracy

28

Feb 26, 2026

FC100 5-way 1-shot (test)

51.35Average Accuracy

28

Feb 26, 2026

ChestX CDFSL (test)

28.5Accuracy (5-way 5-shot)

25

Feb 26, 2026

69.4Accuracy

22

Feb 26, 2026

MiniImageNet ILSVRC-2012 (test)

83.26Accuracy

22

Feb 26, 2026

CifarFS 5-way 5-shot

61.39Accuracy

21

Feb 26, 2026

mini-Plantae (test)

54.52Accuracy

20

Feb 26, 2026

mini-Places (test)

74.45Accuracy

20

Feb 26, 2026

mini-CUB (test)

66.58Accuracy

20

Feb 26, 2026

miniImageNet (novel classes)

74.63Top-1 Acc

20

Feb 26, 2026

tieredImageNet original (test)

GaussFusion (Improved EM)

83.065-way 1-shot Accuracy

18

Feb 26, 2026

90.07Accuracy

18

Feb 26, 2026

DomainNet Clipart

94.83Accuracy

18

Feb 26, 2026

CIFAR-FS 5-way (test)

SMKD (Prototype)

80.08Top-1 Acc (1-shot)

18

Feb 26, 2026

90.82Accuracy

18

Feb 26, 2026

Page 2 of 5

Popular datasets

ImageNet CIFAR FC100 DomainNet CUB

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