Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Few-shot Image Classification research benchmarks – Page 3 · SOTA2 Research

Few-shot Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

94.31-Shot Accuracy

18

Feb 26, 2026

CIFAR-FS (test)

MetaOptNet-Ridge

32.1Worst Accuracy

18

Feb 26, 2026

BSCD-FSL ChestX, ISIC, EuroSAT, CropDiseases 5-way 1-shot

23.98ChestX Accuracy

17

May 13, 2026

TieredImageNet ILSVRC-2012 (test)

86.5Accuracy

16

Feb 26, 2026

Omniglot 20-Way

99Accuracy

16

Feb 26, 2026

Flowers102 (test)

85.97Accuracy (1-shot)

15

Feb 26, 2026

OxfordPets (test)

92Accuracy (1-shot)

15

Feb 26, 2026

Caltech101 (test)

94.17Accuracy (1-shot)

15

Feb 26, 2026

ImageNet (test)

70.03Accuracy (1-shot)

15

Feb 26, 2026

87.1Accuracy

15

Feb 26, 2026

99.7Accuracy

15

Feb 26, 2026

78.21Accuracy

14

Jul 8, 2026

58.18Accuracy

14

Feb 26, 2026

FC100 5-way (test)

SMKD (Prototype)

50.38Top-1 Acc (1-shot)

14

Feb 26, 2026

91.551-Shot Acc

14

Feb 26, 2026

ImageNet (Base)

78.05Accuracy

13

May 7, 2026

11-Dataset Average (Base)

85.9Accuracy

13

May 7, 2026

CIFAR-10 Laplace2 noise (test)

59.57Accuracy

12

Feb 27, 2026

tieredImageNet -> CIFAR-100 Gaussian2 noise (test)

40.05Accuracy

12

Feb 27, 2026

tieredImageNet -> CIFAR-100 (Laplace2 noise) (test)

40.53Accuracy

12

Feb 27, 2026

CIFAR-10 Laplace5 noise 1.0 (test)

50.58Accuracy

12

Feb 27, 2026

CIFAR-10 Laplace1 noise 1.0 (test)

61.54Accuracy

12

Feb 27, 2026

FC100 standard (test)

80.135-way 1-shot Accuracy

12

Feb 26, 2026

67.97Accuracy

12

Feb 26, 2026

87.45Accuracy

12

Jul 8, 2026

Page 3 of 5

Popular datasets

ImageNet CIFAR FC100 DomainNet CUB

Follow for updates

Join SOTA2 Contact