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Few-Shot Class-Incremental Learning research benchmarks – Page 4 · SOTA2 Research

Few-Shot Class-Incremental Learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet-1K 500 base classes 2009

39.34Accuracy (Session 0)

3

Feb 26, 2026

miniImageNet Session 6

39.22HMean

3

Feb 26, 2026

miniImageNet Session 5

0.418HMean

3

Feb 26, 2026

miniImageNet Session 4

43.53HMean

3

Feb 26, 2026

miniImageNet Session 3

44.72HMean

3

Feb 26, 2026

miniImageNet Session 2

46.67HMean

3

Feb 26, 2026

miniImageNet Session 1

50.04HMean

3

Feb 26, 2026

Page 4 of 4

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ImageNet CIFAR CUB XD-VSCIL iCubWorld

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