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Few-shot Image Classification research benchmarks – Page 4 · SOTA2 Research

Few-shot Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

93.89Accuracy

12

Jul 8, 2026

CIFAR-FS 100 variant (test)

89.6Accuracy

12

Feb 26, 2026

35.081-shot Acc

11

Feb 26, 2026

65.94Accuracy (1-shot)

11

Feb 26, 2026

CIFAR-FS 5-way 5-shot

92.5Mean Accuracy

9

Feb 26, 2026

CIFAR-FS 5-way 1-shot

87.7Mean Accuracy

9

Feb 26, 2026

78.72Accuracy

8

Jul 8, 2026

55Accuracy

8

Jul 8, 2026

60.88Accuracy

8

Jul 8, 2026

75.34Accuracy

8

Jul 8, 2026

80.48Accuracy

8

Jul 8, 2026

81.27Accuracy

8

Jul 8, 2026

74.48Accuracy

8

Jul 8, 2026

80.81Accuracy (Few-Shot)

8

Jul 8, 2026

73.69Accuracy

8

Feb 26, 2026

EuroSat CDFSL (test)

83.44Accuracy (5-way 5-shot)

8

Feb 26, 2026

CIFAR-FS (novel)

87.691-shot Acc

7

Feb 26, 2026

DomainNet Painting

91.37Accuracy

6

Feb 26, 2026

DomainNet Infograph

82.02Accuracy

6

Feb 26, 2026

DomainNet Sketch

91.2Accuracy

6

Feb 26, 2026

97.36Accuracy

6

Feb 26, 2026

91.84Accuracy

6

Feb 26, 2026

82.78Accuracy

6

Feb 26, 2026

81.37Accuracy (Few-shot)

6

Feb 26, 2026

Traffic Signs (GTSRB)

78.11Accuracy

6

Feb 26, 2026

Page 4 of 5

Popular datasets

ImageNet CIFAR FC100 DomainNet CUB

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