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Few-shot classification research benchmarks – Page 6 · SOTA2 Research

Few-shot classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet Novel categories (test)

61.09Top-5 Acc (N'=1)

15

Feb 26, 2026

11 datasets 2-shot average

74.5Accuracy

14

Mar 18, 2026

ImageNet-R (target)

0.778Accuracy

14

Feb 26, 2026

ImageNet-A (target)

51.62Accuracy

14

Feb 26, 2026

ImageNet-Sketch (target)

50.12Accuracy

14

Feb 26, 2026

ImageNet V2 (target)

65.97Accuracy

14

Feb 26, 2026

ImageNet source

73.56Accuracy

14

Feb 26, 2026

92.16Accuracy

14

Feb 26, 2026

LS-100 to NSynth-100 (cross-dataset)

77.59Average Accuracy

13

Jul 8, 2026

LS-100 to FSC-89 (cross-dataset)

78.74AA

13

Jul 8, 2026

NSynth-100 to LS-100 (cross-dataset)

78.29AA

13

Jul 8, 2026

NSynth-100 to FSC-89 (cross-dataset)

84.37AA

13

Jul 8, 2026

26.05Accuracy

13

Feb 26, 2026

Omniglot (meta-test)

Supervised-Original

99.4Accuracy

12

Jun 30, 2026

Pl@ntNet MetaAlbum (test)

93.61-shot Accuracy

12

May 1, 2026

Bongard-HOI (test)

87.21Accuracy (Unseen Act / Unseen Obj)

12

Feb 26, 2026

91.35Accuracy

12

Feb 26, 2026

Mini-Wiki (meta-test)

0.387Meta-test Loss (CELs)

12

Feb 26, 2026

Cars meta (test)

53.18Accuracy

12

Feb 26, 2026

Omniglot 20-way (test)

99.49Accuracy

12

Feb 26, 2026

Landmarks 35 classes (test)

74.3Accuracy

11

Feb 26, 2026

TV100 60 classes (test)

0.357Accuracy

11

Feb 26, 2026

Fashion Outfits 55 classes (test)

45.4Accuracy

11

Feb 26, 2026

Game Characters 65 classes (test)

68.9Accuracy

11

Feb 26, 2026

Indian Actors 50 classes (test)

56.9Accuracy

11

Feb 26, 2026

Page 6 of 11

Popular datasets

ImageNet CUB Omniglot CIFAR ModelNet

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