Publications by authors named "Zubariah Zubariah"
Math Biosci Eng
April 2024
Article Synopsis
- - The research presents a new dual-pathway convolutional neural network (DP-CNN) specifically designed for analyzing Log-Mel spectrogram images from multichannel electromyography signals, focusing on performance for both able-bodied and amputee subjects.
- - The DP-CNN achieves high mean accuracies of 94.93% for healthy subjects in NinaPro DB1 and 85.36% for amputee subjects in DB3, showcasing its effectiveness across various datasets.
- - Compared to previous methods, the DP-CNN shows significant performance improvements, with accuracy boosts of up to 39.09% and outperforms transfer learning models, suggesting strong potential for enhancing myoelectric control applications.
