A Deep Multiscale Spatiotemporal Network for Assessing Depression from Facial Dynamics
Recently deep learning models have been successfully employed in video-based affective computing applications. One key application is automatic depression recognition from facial […]
MyoKey
The seamless textual input in Augmented Reality (AR) is very challenging and essential for enabling user-friendly AR applications. Existing approaches such as […]
Deep learning assisted CSI estimation for joint URLLC and eMBB resource allocation
Multiple-input multiple-output (MIMO) is a key for the fifth generation (5G) and beyond wireless communication systems owing to higher spectrum efficiency, spatial […]
Understanding Smartwatch Battery Utilization in the Wild
Smartwatch battery limitations are one of the biggest hurdles to their acceptability in the consumer market. To our knowledge, despite promising studies […]
Low Complexity Autoencoder based End-to-End Learning of Coded Communications Systems
End-to-end learning of a communications system using the deep learning-based autoencoder concept has drawn interest in recent research due to its simplicity, […]
Deep Learning Meets Cognitive Radio
Learning the channel occupancy patterns to reuse the underutilised spectrum frequencies without interfering with the incumbent is a promising approach to overcome […]
Deep Learning-Based Multimodal Data Fusion
Background: Multimodal wearable technologies have brought forward wide possibilities in human activity recognition, and more specifically personalized monitoring of eating habits. The […]
Deep Learning for 3D Point Clouds
Point cloud learning has lately attracted increasing attention due to its wide applications in many areas, such as computer vision, autonomous driving, […]
L-FGADMM
This article proposes a communication-efficient decentralized deep learning algorithm, coined layer-wise federated group ADMM (L-FGADMM). To minimize an empirical risk, every worker […]
Risk detection solution on road based on image processing and deep learning
Safety for pupils on the way to school is always the care of their parents. Because of on the way to school […]