AI Based Human Activity Recognition

This project aims to develop a Human Activity Recognition (HAR) system using deep learning, combining CNNs for spatial feature extraction and LSTMs for temporal analysis.The system processes video data to classify activities as "Normal" or "Suspicious", with real -time results displayed through a Tkinter -based GUI.It uses datasets like NTU RGB+D and custom videos for training and testing.Despite challenges like varying accuracy and long training times, the system offers a reliable tool for real -time surveillance and security applications.

Authors

Publication Details

Journal
International Journal of Science and Research (IJSR)
Published
2025-04-25
DOI
https://doi.org/10.21275/sr25418171724
Primary Topic
Context-Aware Activity Recognition Systems
Type
article
Field-Weighted Citation Impact
0.00
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article

AI Based Human Activity Recognition

Jogimol Joseph, Fathima Sherief
International Journal of Science and Research (IJSR)
Context-Aware Activity Recognition Systems
article

AI Based Human Activity Recognition

Jogimol Joseph, Fathima Sherief
article en

Abstract

This project aims to develop a Human Activity Recognition (HAR) system using deep learning, combining CNNs for spatial feature extraction and LSTMs for temporal analysis.The system processes video data to classify activities as "Normal" or "Suspicious", with real -time results displayed through a Tkinter -based GUI.It uses datasets like NTU RGB+D and custom videos for training and testing.Despite challenges like varying accuracy and long training times, the system offers a reliable tool for real -time surveillance and security applications.

International Journal of Science and Research (IJSR)Vol. 14(4)
Openalex Percentile: Top 93%
Context-Aware Activity Recognition Systems
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AI Based Human Activity Recognition — Jogimol Joseph, Fathima Sherief · International Journal of Science and Research (IJSR) (2025) | TGRS Research Map | TGRS