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Few-shot transfer learning research benchmarks · SOTA2 Research

Few-shot transfer learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

OfficeHome 10-shot (test)

Sparse and Shared Feature Activations

72.2C Score

2

Feb 26, 2026

OfficeHome 5-shot (test)

Sparse and Shared Feature Activations

66.2C Accuracy

2

Feb 26, 2026

OfficeHome 1-shot (test)

Sparse and Shared Feature Activations

41.4Metric C

2

Feb 26, 2026

Waterbirds 10-shot (OOD)

Sparse and Shared Feature Activations

98.2LL

2

Feb 26, 2026

Waterbirds 5-shot (OOD)

Sparse and Shared Feature Activations

98.8LL Performance

2

Feb 26, 2026

Waterbirds 1-shot (OOD)

99.1LL Score

2

Feb 26, 2026

Popular datasets

OfficeHome Waterbirds

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