2023 4th International Conference on Computing, Mathematics and Engineering Technologies (iCoMET)最新文献

筛选

英文中文

An Automated Human Action Recognition and Classification Framework Using Deep Learning 基于深度学习的人类行为自动识别与分类框架

2023 4th International Conference on Computing, Mathematics and Engineering Technologies (iCoMET) Pub Date : 2023-03-17 DOI: 10.1109/iCoMET57998.2023.10099190

Shamsa Waheed, Rashid Amin, J. Iqbal, Mudassar Hussain, Muhammad Adeel Bashir

{"title":"An Automated Human Action Recognition and Classification Framework Using Deep Learning","authors":"Shamsa Waheed, Rashid Amin, J. Iqbal, Mudassar Hussain, Muhammad Adeel Bashir","doi":"10.1109/iCoMET57998.2023.10099190","DOIUrl":"https://doi.org/10.1109/iCoMET57998.2023.10099190","url":null,"abstract":"Human activity recognition has captivated the interest of researchers due to its significant applications such as smart home health care systems in which this technology can be applied to enhance the patients' rehabilitation. Different sensors can be used in a variety of ways to recognize human activity in a smartly managed environment. It is also used in pedestrian detection, robotics and human-computer interface, etc. Hence, with the development of Artificial Intelligence, researchers are keen to solve problems related to human action recognition and classification. We propose a novel method using Deep Learning (DL) algorithm for the task of human action recognition. The suggested framework is trained and evaluated on a publically available database containing recorded movements performed by both male and female participants. We tested various DL architectures and their parameters by changing epochs, learning rates, batch size, and optimizers before reaching the final architecture. The optimal architecture consists is trained on 6 epochs, a mini-batch of 128 on an adam optimizer, and a 0.001 learning rate. The system attained the highest accuracy of 98% on unseen test samples. The results prove the method's robustness and can be deployed for real-time human activity recognition and classification.","PeriodicalId":369792,"journal":{"name":"2023 4th International Conference on Computing, Mathematics and Engineering Technologies (iCoMET)","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128597156","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 1

Polyimide Substrate based Compact Antenna for Terahertz Wireless Communication Applications 用于太赫兹无线通信的聚酰亚胺基板紧凑型天线

2023 4th International Conference on Computing, Mathematics and Engineering Technologies (iCoMET) Pub Date : 2023-03-17 DOI: 10.1109/iCoMET57998.2023.10099226

Sanan Ahmed, Samreen Bano, Bakhtawar Iftikhar, S. Naqvi, Y. Amin

引用次数: 0

Efficient and Unique Learning of The Complex Receiver Structure of Galileo E5 AltBOC Using an Educational Software in Matlab 利用Matlab教学软件实现Galileo E5 AltBOC复杂接收机结构的高效独特学习

2023 4th International Conference on Computing, Mathematics and Engineering Technologies (iCoMET) Pub Date : 2021-11-10 DOI: 10.1109/iCoMET57998.2023.10099156

Subhan Khan, A. Batool

引用次数: 0

首页上一页