Attention Induced Dual Convolutional-Capsule Network (AIDC-CN): A deep learning framework for motor imagery classification

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Ritesh Sur Chowdhury, Shirsha Bose, Sayantani Ghosh, Amit Konar

Published: 2024, Last Modified: 15 Sept 2025Comput. Biol. Medicine 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A deep learning paradigm to classify EEG signals of subjects during motor imagination.•A dual feature extraction strategy is used to improve the accuracy of the classifier.•Design of a novel deep learning based classifier to classify motor imagery classes.•Performance analysis undertaken depicts the efficacy of the proposed classifier.