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Papers Benchmarks Datasets Tasks

5-way Image Classification research benchmarks · SOTA2 Research

5-way Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

tieredImageNet 5-way (test)

77.71-shot Acc

117

Feb 26, 2026

65.1One-shot Accuracy

67

Feb 26, 2026

CIFAR FS (test)

86.1Accuracy

60

Feb 26, 2026

mini-ImageNet (test)

84.11Top-1 Acc

46

Feb 26, 2026

80.32Accuracy (1-shot)

19

May 26, 2026

meta-iNat tiered

ARF-SFR-Net-Snapshot

53.951-Shot Accuracy

14

Apr 21, 2026

ARF-SFR-Net-Snapshot

76.111-shot Accuracy (5-way)

14

Apr 21, 2026

0.93ECE

14

Feb 26, 2026

MetaOptNet-SVM-trainval

0.625Accuracy

12

Feb 26, 2026

37.88Acc (5, 1)

11

Feb 26, 2026

FC-100 5-way (test)

Transductive fine-tuning

50.441-Shot Accuracy (5-way)

9

Feb 26, 2026

Omniglot (test)

85.7Acc (2-shot)

7

Feb 26, 2026

Popular datasets

ImageNet CIFAR CUB Omniglot tieredImageNet

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