Search Results for author: Shuangmei Wang

Found 2 papers, 1 papers with code

TLCE: Transfer-Learning Based Classifier Ensembles for Few-Shot Class-Incremental Learning

no code implementations • 7 Dec 2023 • Shuangmei Wang, Yang Cao, Tieru Wu

Few-shot class-incremental learning (FSCIL) struggles to incrementally recognize novel classes from few examples without catastrophic forgetting of old classes or overfitting to new classes.

Few-Shot Class-Incremental Learning Incremental Learning +1

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P3DC-Shot: Prior-Driven Discrete Data Calibration for Nearest-Neighbor Few-Shot Classification

1 code implementation • 2 Jan 2023 • Shuangmei Wang, Rui Ma, Tieru Wu, Yang Cao

Inspired by the distribution calibration technique which utilizes the distribution or statistics of the base classes to calibrate the data for few-shot tasks, we propose a novel discrete data calibration operation which is more suitable for NN-based few-shot classification.

Classification Few-Shot Learning

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