Accuracy Comparison of CNN, LSTM, and Transformer for Activity Recognition Using IMU and Visual Markers

Accuracy Comparison of CNN, LSTM, and Transformer for Activity Recognition Using IMU and Visual Markers

Human activity recognition (HAR) has applications ranging from security to healthcare. Typically these systems are composed of data acquisition and activity recognition models. In this work, we compared the accuracy of two acquisition systems: Inertial Measurement Units (IMUs) vs Movement Analysis S...

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Bibliographic Details
Main Authors: Maria Fernanda Trujillo-Guerrero, Stadyn Roman-Niemes, Milagros Jaen-Vargas, Alfonso Cadiz, Ricardo Fonseca, Jose Javier Serrano-Olmedo
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Human activity recognition
IMU
movement analysis system
visual marker
CNN
LSTM
Online Access:https://ieeexplore.ieee.org/document/10261772/

Internet

https://ieeexplore.ieee.org/document/10261772/

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