Integrating deformable CNN and attention mechanism into multi-scale graph neural network for few-shot image classification

Integrating deformable CNN and attention mechanism into multi-scale graph neural network for few-shot image classification

Abstract Graph neural networks have excellent performance and powerful representation capabilities, and have been widely used to handle Few-shot image classification problems. The feature extraction module of graph neural networks has always been designed as a fixed convolutional neural network (CNN...

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Bibliographic Details
Main Authors: Yongmin Liu, Fengjiao Xiao, Xinying Zheng, Weihao Deng, Haizhi Ma, Xinyao Su, Lei Wu
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-85467-4
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