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Papers Benchmarks Datasets Tasks

Few-shot Image Classification research benchmarks – Page 5 · SOTA2 Research

Few-shot Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Omniglot Alphabets (meta-test)

93.7Average Score

6

Feb 26, 2026

Omniglot Meta-Training Alphabets (train)

99.6Average Performance

6

Feb 26, 2026

32.981-shot Acc

6

Feb 26, 2026

55.61Accuracy (1-shot)

6

Feb 26, 2026

OfficeHome (test)

21.79Accuracy (1-shot)

6

Feb 26, 2026

ImageNet Transfer Learning Suite 20-Shot (test)

48.15Accuracy (Aircraft)

6

Feb 26, 2026

ImageNet 5-shot

78.21Accuracy (5-shot)

6

Feb 26, 2026

ISIC CDFSL (test)

48.11Accuracy (5-way 5-shot)

6

Feb 26, 2026

MetaDataset v2 (test)

76.1Accuracy

5

Feb 26, 2026

70.8Accuracy

4

Feb 26, 2026

91.14Accuracy

4

Feb 26, 2026

94.98Accuracy

4

Feb 26, 2026

70.55Accuracy

4

Feb 26, 2026

ImageNet 21k (test)

Support-based initialization

95.735-way Accuracy

4

Feb 26, 2026

mini-ImageNet (Four Meta-Testing Tasks)

49.4Average Accuracy

3

Feb 26, 2026

mini-ImageNet Eight Meta (train)

70.2Average Accuracy

3

Feb 26, 2026

55.5Accuracy

2

Feb 26, 2026

81.2Accuracy

2

Feb 26, 2026

PlantVillage Experimental Setup-2: Apple, Blueberry, and Cherry plants

63.8Accuracy (1 Shot)

2

Feb 26, 2026

Mini-ImageNet 10-shot

Swift Sampler (SS)

73.4Accuracy

2

Feb 26, 2026

Mini-ImageNet 5-shot

Swift Sampler (SS)

67.4Accuracy

2

Feb 26, 2026

Mini-ImageNet 1-shot

Swift Sampler (SS)

52.8Accuracy

2

Feb 26, 2026

CIFAR-10 Laplace2 noise 1.0 (test)

—

—Accuracy

0

Feb 26, 2026

miniImageNet Open-Ended 5-Way Real-Name

—

—Accuracy

0

Feb 26, 2026

miniImageNet Open-Ended 2-Way Real-Name

—

—Accuracy

0

Feb 26, 2026

Page 5 of 5

Popular datasets

ImageNet CIFAR FC100 DomainNet CUB

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