few-shot-image-classification

Generalized Few-Shot Classification

3260 papers • 126 benchmarks • 313 datasets

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Geoclidean-Constraints

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Long-tail Learning

Most implemented papers

Few-Shot Learning With Global Class Representations

T. Xiang, Weiran Huang, Tiange Luo, Aoxue Li, Liwei Wang•Tue Aug 13 2019

This paper proposes to tackle the challenging few-shot learning (FSL) problem by learning global class representations using both base and novel class training samples, and an effective sample synthesis strategy is developed to avoid overfitting.

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