This dissertation presents the systematic design and development of datasets, algorithms, and an AI pipeline specifically curated for real-time trajectory prediction and [...]

In recent years, there has been a concerning increase in serious injuries and fatalities within highway work zones, deviating from a previously declining trend. While inn[...]

This thesis proposes "1D Convolution replacement layer ", a novel optimization for first convolution layer in CNN. This optimization enables edge friendly streaming acce[...]

The use of video streaming has been growing rapidly in the recent years and has beenutilized in various applications. Many of these applications are latency sensitive, bu[...]

Artificial intelligence (AI) has increasingly shaped how societies approach public safety, with AI-enabled video surveillance (A^2VS) systems offering new opportunities a[...]

Background: Translating the intricate anatomical signatures of retinal disease from optical coherence tomography (OCT) B-scans into clear, accurate clinical narratives de[...]

Indoor thermal environmental conditions play a significant role in protecting occupants’ well-being. In this regard, schedule-based and predefined environmental control i[...]

Development of accelerators for deep learning accelerators have been gaining a lot of popularity due to sheer amount computation performed by deep learning algorithms. Fr[...]

The availability of OpenCL High-Level Synthesis (OpenCL-HLS) has made FPGAs an attractive platform for power-efficient high-performance execution of massively parallel ap[...]

The availability of OpenCL for FPGAs along with High-Level Synthesis tools have made them an attractive platform for implementing compute-intensive massively parallel app[...]