Thesis on QUB Pure PortalThesis in PDF Format Author: Dimitrios Christofidellis Research has been conducted for numerous centuries but recent advances in technology have facilitated and accelerated the process keeping the research budget and the required effort at manageable levels. Scientific and technical corpora, such as papers and patents, are […]
Yearly archives: 2023
We have 3 recruitment opportunities in a Marie Curie Doctoral Training Network on data analytics. These are PhD opportunities with a research assistant contract: (1) Application-Aware Relaxed Synchronisation for Distributed Graph Processing, (offered)(2) Interactive and intelligent exploration of big complex data, (offered) and(3) Efficient and Responsible Analytics for Urban Mobility […]
Date: 6th March 2023Location: CSB Training Room 02.017 Parallel computing is a key technology supporting high-performance computing (HPC) and data analytics. The goal of this module is to provide an overview of parallel computing and introduce attendees to prevailing programming models. The expected outcome of this module is that participants […]
UKRI EPSRC Grant The design of efficient and scalable scientific simulation software is reaching a critical point whereby continued advances are increasingly harder, more labour-intensive, and thus more expensive to achieve. This challenge emanates from the constantly evolving design of large-scale high-performance computing systems. World-leading (pre-)exascale systems, as well as […]
This is a follow-up work on TOD, which selects one of multiple deep neural networks (DNNs) to perform real-time video analytics (object detection) on low-end devices, e.g., on the camera itself. TOD uses the median object size to determine which one out of 4 YOLO DNNs will meet the real-time […]
Real-time video analytics on the edge is challenging as the computationally constrained resources typically cannot analyse video streams at full fidelity and frame rate, which results in loss of accuracy. We propose a Transprecise Object Detector (TOD) which maximises the real-time object detection accuracy on an edge device by selecting […]