Inception inspired CNN-GRU hybrid network for human activity recognition

• Published in: Multimedia tools and applications Vol. 82; no. 4; pp. 5369 - 5403
• Main Authors: Dua, Nidhi, Singh, Shiva Nand, Semwal, Vijay Bhaskar, Challa, Sravan Kumar
• Format: Journal Article
• Language: English
• Published: New York Springer US 01.02.2023; Springer Nature B.V
• Subjects: 1178: Pattern Recognition for Adaptive User Interfaces; Artificial neural networks; Classifiers; Computer Communication Networks; Computer Science; Data Structures and Information Theory; Human activity recognition; Human-computer interface; Multimedia Information Systems; Multivariate analysis; Sensors; Special Purpose and Application-Based Systems; User interfaces; Gated recurrent unit; Convolutional neural network; HAR; Human-computer interaction; Inception; Pattern recognition; Wearable sensors

Human Activity Recognition (HAR) involves the recognition of human activities using sensor data. Most of the techniques for HAR involve hand-crafted features and hence demand a good amount of human intervention. Moreover, the activity data obtained from sensors are highly imbalanced and hence demand...