Efficient activity recognition using lightweight CNN and DS-GRU network for surveillance applications

• Published in: Applied soft computing Vol. 103; p. 107102
• Main Authors: Ullah, Amin, Muhammad, Khan, Ding, Weiping, Palade, Vasile, Haq, Ijaz Ul, Baik, Sung Wook
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.05.2021
• Subjects: Activity recognition; Artificial intelligence; Deep learning; GRU; IoT; Machine learning; Pattern recognition; Video big data analytics; Deep learning; Video big data analytics; Machine learning; Activity recognition; Pattern recognition; GRU; Artificial intelligence; IoT

Recognizing human activities has become a trend in smart surveillance that contains several challenges, such as performing effective analyses of huge video data streams, while maintaining low computational complexity, and performing this task in real-time. Current activity recognition techniques are...