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Low-shot Image Classification research benchmarks · SOTA2 Research

Low-shot Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet 1k (novel classes)

APN(w2v)+f-VAEGAN-D2

85.5Top-5 Acc

57

Feb 26, 2026

ImageNet 1k (val)

Diffusion + Logistic

86.3Top-5 Accuracy

40

Feb 26, 2026

ImageNet base and novel classes (test val)

SGM + Generation

63.6Top-5 Acc (n=1)

26

Feb 26, 2026

VOC 2007 (test)

64.8mAP (k=1)

18

Feb 27, 2026

iNaturalist-18 (val)

73.7Top-1 Accuracy (5-shot)

10

Feb 26, 2026

22.2Accuracy (k=1)

9

Feb 27, 2026

—

—mAP (k=1)

0

Feb 26, 2026

Popular datasets

ImageNet VOC Places iNaturalist

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