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Alex-Zhou's Projects

adamyo icon adamyo

Surface EMG-based Inter-session Gesture Recognition Enhanced by Deep Domain Adaptation

deepslr-sign-language-recognition icon deepslr-sign-language-recognition

基于sEMG和IMU的手语手势识别,包括数据收集、数据预处理(去噪、特征提取,分割)、神经网络搭建、实时识别等。

emg-movement-recognition icon emg-movement-recognition

The source code for the the manuscript titled [M. AbdelMaseeh, T. W. Chen and D. W. Stashuk, "Extraction and Classification of Multichannel Electromyographic Activation Trajectories for Hand Movement Recognition," in IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 24, no. 6, pp. 662-673, June 2016.]. The paper proposes a system for hand movement recognition using multi-channel electromyographic (EMG) signals obtained from the forearm surface. This system can be potentially used to control prostheses or to provide input to a wide range of human computer interface systems. The developed methods were tested with the publicly available NINAPro database.

emg_mc icon emg_mc

Machine learning for classifing EMG signals

glow-pytorch-with-gui icon glow-pytorch-with-gui

This repository contains the gui for playing with the factorized feature learned from the NinaPro database 5.

ninaprocnn icon ninaprocnn

Convolutional Neural Networks On Ninapro datasets

ninatools icon ninatools

Evaluate gesture detection and recognition models on the NinaPro dataset and newly collected data.

notes-for-scientific-paper icon notes-for-scientific-paper

Some notes for writing paper summarized by myself, and the suggestions from my international friends. Thank them here!

semg icon semg

Codes for srt--hand gesture recognition using sEMG, including download data,data processing,machine learning.

semg-neural-net icon semg-neural-net

Neural network for classifying electromyographic signals into distinct gestures. Additionally, a comparison of CNN vs LSTM implementations.

semimyo icon semimyo

Semi-supervised Learning for Surface EMG-based Gesture Recognition

srep icon srep

Gesture Recognition by Instantaneous Surface EMG Images

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