Browsing by Author "Plastiras, George"
Now showing items 1-5 of 5
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Deep Learning for Edge Computing: Current Trends, Cross-Layer Optimizations, and Open Research Challenges
Marchisio, Alberto; Hanif, Muhammad Abdullah; Khalid, Faiq; Plastiras, George; Kyrkou, Christos; Theocharides, Theocharis; Shafique, Muhammad (2019)In the Machine Learning era, Deep Neural Networks (DNNs) have taken the spotlight, due to their unmatchable performance in several applications, such as image processing, computer vision, and natural language processing. ...
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DroNet: Efficient convolutional neural network detector for real-time UAV applications
Kyrkou, Christos; Plastiras, George; Theocharides, Theocharis; Venieris, Stylianos I.; Bouganis, Christos-Savvas (2018)Unmanned Aerial Vehicles (drones) are emerging as a promising technology for both environmental and infrastructure monitoring, with broad use in a plethora of applications. Many such applications require the use of computer ...
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EdgeNet: Balancing Accuracy and Performance for Edge-based Convolutional Neural Network Object Detectors
Plastiras, George; Kyrkou, Christos; Theocharides, Theocharis (ACM, 2019)Visual intelligence at the edge is becoming a growing necessity for low latency applications and situations where real-time decision is vital. Object detection, the first step in visual data analytics, has enjoyed significant ...
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Efficient ConvNet-based Object Detection for Unmanned Aerial Vehicles by Selective Tile Processing
Plastiras, George; Kyrkou, Christos; Theocharides, Theocharis (Association for Computing Machinery, 2018)Many applications utilizing Unmanned Aerial Vehicles (UAVs) require the use of computer vision algorithms to analyze the information captured from their on-board camera. Recent advances in deep learning have made it possible ...
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Towards an Embedded and Real-Time Joint Human-Machine Monitoring Framework: Dataset optimization Techniques for Anomaly Detection
Elia, Rafaella; Plastiras, George; Theocharides, Theocharis (2019)Unmanned Remotely Operated Vehicles (ROVs) are widely used across many civil application domains including real-time monitoring, security and surveillance, and search and rescue missions. Most of these applications require ...