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Cross-domain few-shot classification research benchmarks · SOTA2 Research

Cross-domain few-shot classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CD-FSL benchmark

79.5Mean Accuracy

33

Feb 26, 2026

99.24Accuracy

27

Feb 26, 2026

0.961Accuracy

27

Feb 26, 2026

73.5Accuracy

27

Feb 26, 2026

72.47Accuracy

18

Feb 26, 2026

77.73Accuracy

16

Feb 26, 2026

mini-ImageNet → CUB (test)

CDKT + Cosine (ML)

0.007ECE

14

Feb 26, 2026

Meta-dataset 50 (test)

CLIP-LoRA + VtT

99.4Omniglot Accuracy

12

Mar 6, 2026

0.267ChestX

11

Feb 26, 2026

Popular datasets

CD-FSL ImageNet CUB Places ISIC

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