Electrical and Computer Engineering Commons^™

Extending Motion Detection To Track Stopped Objects In Visual Multi-Target Tracking, Jacob H. White, Karl T. Salva, Randal W. Beard

Student Works

Various solutions to visual multi-target tracking have been proposed, but many of them are not capable of running in real time from a moving camera on an unmanned aerial vehicle (UAV). We present a tracker that runs in real time and tracks multiple objects while accounting for camera motion on a UAV. Our algorithm is capable of processing over 10 frames per second on a 1280x720 video sequence.

We utilize Recursive-RANSAC, an efficient algorithm for tracking multiple objects in clutter. Our work combines motion detection with optical flow and feature matching to allow stationary objects to be tracked. We use …

Visual Multiple Target Tracking From A Descending Aerial Platform, Parker C. Lusk, Randal Beard

Student Works

A real-time visual multiple target tracker is demonstrated onboard a descending multirotor. Measurements of moving ground targets are generated using the Kanade-Lucas-Tomasi (KLT) tracking method. Homography-based image registration is used to align the measurements into the same coordinate frame, allowing for the detection of independently moving objects. The recently developed Recursive-RANSAC algorithm uses the visual measurements to estimate targets in clutter. Altitude-dependent tuning increases track continuity and coverage during the descent of the vehicle. The algorithm requires no operator interaction and increases the situation awareness of the unmanned aerial system. Real-time tracking efficiency is analyzed on GPUs and CPUs. Tracking …

Relative Target Estimation Using A Cascade Of Extended Kalman Filters, Jerel Nielsen, Randal Beard

Student Works

This paper presents a method of tracking multiple ground targets from an unmanned aerial vehicle (UAV) in a 3D reference frame. The tracking method uses a monocular camera and makes no assumptions on the shape of the terrain or the target motion. The UAV runs two cascaded estimators. The first is an Extended Kalman Filter (EKF), which is responsible for tracking the UAV’s state, such as position and velocity relative to a fixed frame. The second estimator is an EKF that is responsible for estimating a fixed number of landmarks within the camera’s field of view. Landmarks are parameterized by …

Empirical Study On The Accessibility Of Wi-Fi, Computers And Cell Phones In Cuba, Katalina Montalvo

Student Works

This paper reviews the accessibility of technology in Havana, Cuba as it begins to open its borders to the modern world. The technology researched includes cell phones, Wi-Fi, computers, and personal computers. As the embargo on Cuba begins to fade, tourists and new businesses are flocking to this once heavily restricted island. The focus of this paper is to explain the availability of modern technology to the citizens of Cuba. Currently, technology is very limited in Cuba because Wi-Fi is an expensive luxury for the average Cuban. Modern computers are also an expensive purchase, which forces Cubans to put together …