Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International ConferenceHumansNeural NetworksComputerHandSignal Processing
Real-Time Hand Rehabilitation: FPGA-Accelerated Neural Network for Muscle Activity Classification.
Anshul V Patil, Kushagra Singh, Kafil Abbas Momin, Madhav Rao
Published: 202510.1109/EMBC58623.2025.11252763
Abstract
Detecting hand movement intention based on muscle activity is crucial for various assistive and rehabilitation applications. This paper presents an FPGA-based neural network designed to classify muscle activity as either stressed (movement intention)…
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