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D. Jantassova

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Review Open access Sep 2026

FEW-SHOT IMAGE CLASSIFICATION: A SURVEY

Few-shot image classification (FSIC) addresses image recognition when only a few labeled examples are available for each novel class. This survey reviews five major FSIC method families: meta-learning, transfer learning, data augmentation, attribute-based methods, and vision-language model adaptation. The $N$-way $K$-s...

A. Daneshpour, Stefan Bucz, D. Jantassova et al. · 0 citations

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