ProgramsView all programs
From the news
- Chancellor Amma Addresses the Parliament of World’s Religions
- Amrita Students Qualify for the European Mars Rover Challenge
Publication Type : Conference Paper
Publisher : Jadavpur University
Source : 3rd International Conference on Data Science and Applications (ICDSA 2022), Jadavpur University, Kolkata, India, March 26-27, 2022.
Campus : Coimbatore
School : Department of Computer Science and Engineering
Department : Computer Science
Year : 2022
Abstract : Human behavior has been always an important factor in social communication. The human activity and action recognition are all clues that facilitate the analysis of human behavior. Human action recognition is an important challenge in a variety of application including human-computer interaction and intelligent video surveillance to enhance security in different domains. The evaluation algorithm relies on the proper extraction and the learning data. The success of the deep learning led to many imposing results in several contexts that include neural network. Here the emergence of Gated Recurrent Neural Networks with increased computation powers is being adopted for sequential data and video classification. However, to have an efficient classifier for assigning the class label, it is very necessary to have a strong features vector. Features are the most important information in each data. Indeed, features extraction can influence on the performance of the algorithm and the computation complexity. This paper proposes a novel approach for human action recognition based on hybrid deep learning model. The proposed approach is evaluated on the challenging UCF Sports, UCF101 and KTH datasets. An average of 96.3% is obtained when we have tested on KTH dataset.
Cite this Research Publication : “A hybrid architecture for Action Recognition in Videos using Deep Learning”, V S Akella, C Vijayendra Sai, Kakarla Ajay Kumar Reddy,Priyanka Kumar presented at 3rd International Conference on Data Science and Applications (ICDSA 2022), Jadavpur University, Kolkata, India, March 26-27, 2022.