Automated Traffic Surveillance

Intelligent transportation systems (ITS) have attracted considerable research attention in areas such as vehicle detection, recognition, and counting, and traffic parameter estimation. In light of the anticipated availability of low-cost hardware, as well as continuing progress in algorithmic research, computer vision has become a promising base technology for traffic sensing systems. Since vision sensors provide […]


Proactive Road Safety

The project aims to implement smart solutions which are proactive in anticipating safety incidents and potential accidents to take necessary corrective actions by alerting the driver on their risky driving habits rather than being reactive through conducting analysis post accidents with losses assets or even worse leading to driver’s or passengers injuries or deaths. Below […]


Diagnostic Retinal Image Analysis

Retinal imaging has rapidly grown within ophthalmology in the past twenty years. The availability of low cost fundus cameras to take direct images of the retina, fundus photography, makes it possible to examine the eye for the presence of many different eye diseases with a simple, non-invasive method. We have focused on automatic early detection […]


Natural language descriptions of images and their regions

To develop a model/framework that generates natural language descriptions of images and their regions. A quick glance at an image is sufficient for a human to point out and describe an immense amount of details about the visual scene. However, this remarkable ability has proven to be an elusive task for our visual recognition models. We […]


Autonomous Drivin Using NVIDIA Jetson TX1

Driving has become an essential part of our daily life; going to work, getting errands done and getting to the nearest hospital in case of emergency. We are in an era where getting to places is faster than ever but the sheer speed of our commutes is not the only arena where we are innovating, […]


Vision Based Violence Detection System

A shot is considered violent if a bared weapon could be seen, if physical violence such as punching or kicking occurred. For the past decade, terrorism has been on the rise, growing at an exponential rate. There have been countless measures that are put in place to stop it or even minimize the effect. The […]


Person Re-Identification in Multi-Camera Networks

Person re-identification consists in matching observations of individuals across disjoint views in a network of surveillance cameras (this task is some times also referred to as multi-camera single person tracking). This is a non-trivial problem because the appearance of individuals varies greatly through the scenes, due to possibly different acquisition devices and ambient illuminant, changes […]


Abnormal event detection and localization in surveillance videos

The main objective of this system is to detect and localize unusual objects, suspicious behaviors or irregular events in a scene. The proposed method should detects anomalous regions in a video and it is fast enough for real-time applications. It codes video as a compact set of spatio-temporal video volumes while considering uncertainties in the […]


Detection and Grading of Diabetic Macular Edema

Diabetic retinopathy (DR) and diabetic macular edema (DME) are leading causes of blindness in the working-age population of most developing countries like Pakistan. The increasing number of individuals with diabetes worldwide suggests that DR and DME will continue to be major contributors to vision loss and associated functional impairment for years to come. Early detection […]


Artery-Venous Classification

Retinal vessel morphology parameters such as vessel diameter, vessel shape, branching pattern, bifurcation angles and tortuosity can be studied to diagnose the different disease which manifests themselves through changes in the retina. The effect of various diseases is different on veins and arteries, so it is very essential to classify retinal vessels correctly as arteries […]