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Applied Artificial Intelligence
An International Journal
Volume 36, 2022 - Issue 1
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Research Article

A Review of Deep Learning-based Human Activity Recognition on Benchmark Video Datasets

Vijeta Sharmaa Computer Science, DST- Center for Interdisciplinary Mathematical Sciences, Institute of Science, Banaras Hindu University, Varanasi, India;b Centre for Development of Advanced Computing, Pune, IndiaORCID Iconhttps://orcid.org/0000-0002-5889-3652View further author information
ORCID Icon,
Manjari Guptaa Computer Science, DST- Center for Interdisciplinary Mathematical Sciences, Institute of Science, Banaras Hindu University, Varanasi, IndiaORCID Iconhttps://orcid.org/0000-0003-1939-5383View further author information
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Anil Kumar Pandeyc Computer Centre, Banaras Hindu University, Varanasi, IndiaView further author information
,
Deepti Mishrad Software, Data, and Digital Ecosystems Research Group, Educational Technology Laboratory, Department of Computer Science (IDI), NTNU - Norwegian University of Science and Technology, Gjøvik, NorwayCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0001-5144-3811View further author information
ORCID Icon &
Ajai Kumarb Centre for Development of Advanced Computing, Pune, IndiaView further author information
Article: 2093705 | Received 11 Mar 2022, Accepted 21 Jun 2022, Published online: 11 Jul 2022

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Cheng-Ying Yang, Yi-Nan Lin, Sheng-Kuan Wang, Victor R.L. Shen, Yi-Chih Tung, Frank H.C. Shen & Chun-Hsiang Huang. (2023) Smart Control of Home Appliances Using Hand Gesture Recognition in an IoT-Enabled System. Applied Artificial Intelligence 37:1.
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Articles from other publishers (13)

Pranjal Kumar, Siddhartha Chauhan & Lalit Kumar Awasthi. (2023) Human Activity Recognition (HAR) Using Deep Learning: Review, Methodologies, Progress and Future Research Directions. Archives of Computational Methods in Engineering.
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Sakorn Mekruksavanich, Wikanda Phaphan, Narit Hnoohom & Anuchit Jitpattanakul. (2023) Attention-Based Hybrid Deep Learning Network for Human Activity Recognition Using WiFi Channel State Information. Applied Sciences 13:15, pages 8884.
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Suadad Zaidan Khalaf, Mohamed Ibrahim Shujaa & Ahmed Bahaaulddin A. Alwahhab. (2023) Detecting Abusive Activity with Enhanced Convolutional Neural Networks. Detecting Abusive Activity with Enhanced Convolutional Neural Networks.
Cong Nie, Dongming Zhang, Linghan Ouyang, Xu Huang, Bo Zhang & Yue Tong. (2023) Dynamic Prediction of Longitudinal Settlement of Existing Tunnel Using ConvRes-DLinear Model with Integration of Undercrossing Construction Process Information. Geosciences 13:7, pages 189.
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Bruna Maria Vittoria Guerra, Stefano Ramat, Giorgio Beltrami & Micaela Schmid. (2023) Recurrent Network Solutions for Human Posture Recognition Based on Kinect Skeletal Data. Sensors 23:11, pages 5260.
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Sandesh Achar, Nuruzzaman Faruqui, Md Whaiduzzaman, Albara Awajan & Moutaz Alazab. (2023) Cyber-Physical System Security Based on Human Activity Recognition through IoT Cloud Computing. Electronics 12:8, pages 1892.
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Ishneet Sukhvinder Singh, Pradyoth Kaza, Peter Gregory Hosler Iv, Zheng Yang Chin & Kai Keng Ang. (2023) Real-Time Privacy Preserving Human Activity Recognition on Mobile using 1DCNN-BiLSTM Deep Learning. Real-Time Privacy Preserving Human Activity Recognition on Mobile using 1DCNN-BiLSTM Deep Learning.
Omar Mata, Juana Isabel Méndez, Pedro Ponce, Therese Peffer, Alan Meier & Arturo Molina. (2023) Energy Savings in Buildings Based on Image Depth Sensors for Human Activity Recognition. Energies 16:3, pages 1078.
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Umair Muneer Butt, Hadiqa Aman Ullah, Sukumar Letchmunan, Iqra Tariq, Fadratul Hafinaz Hassan & Tieng Wei Koh. (2023) Leveraging Transfer Learning for Spatio-Temporal Human Activity Recognition from Video Sequences. Computers, Materials & Continua 74:3, pages 5017-5033.
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Luiz Paulo Oliveira Paula, Nuruzzaman Faruqui, Imran Mahmud, Md. Whaiduzzaman, Eric Charles Hawkinson & Sandeep Trivedi. (2023) A Novel Front Door Security (FDS) Algorithm Using GoogleNet-BiLSTM Hybridization. IEEE Access 11, pages 19122-19134.
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Nian Chi Tay, Tee Connie, Thian Song Ong, Andrew Beng Jin Teoh & Pin Shen Teh. (2023) A Review of Abnormal Behavior Detection in Activities of Daily Living. IEEE Access 11, pages 5069-5088.
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Esakky Selvi, Malaiyalathan Adimoolam, Govindharaju Karthi, Kandasamy Thinakaran, Nagaiah Mohanan Balamurugan, Raju Kannadasan, Chitapong Wechtaisong & Arfat Ahmad Khan. (2022) Suspicious Actions Detection System Using Enhanced CNN and Surveillance Video. Electronics 11:24, pages 4210.
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Md. Milon Islam, Sheikh Nooruddin, Fakhri Karray & Ghulam Muhammad. (2022) Human activity recognition using tools of convolutional neural networks: A state of the art review, data sets, challenges, and future prospects. Computers in Biology and Medicine 149, pages 106060.
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