Linux

Skill level
5 Expert

Linux description TBD...

Experiences using this skill are shown below:



Barco Labs DNN Anomaly Detection Prototypes

During greater part of 2017 and 2018, our team was doing research in Deep Neural Net (DNN) anomaly detection. The problem we were looking to solve was that control centers usually had far too many surveillance video cameras and control panels to monitor and not enough personal to pay attention to them all. Why not apply machine-learning (ML) anomaly detection on camera and computer monitor feeds to alert control center personal of abnormal events as soon as they occur?

Barco Labs Smart Meeting Room PWA

This was a student intern project that I took over to turn into a useful application for use within the company. Even though this wasn't a research project, we thought it would be a good way to make Barco Labs better known throughout the company, as many employees viewed us as an "ivory tower" doing esoteric research of little practical value. The Smart Meeting Room App (SMRA) had the very practical benefit of finding and scheduling meeting rooms on the Barco campus.

Barco Labs Video Motion Smoothing

An earlier version of our machine-learning person tracking software was too slow to keep up on every video frame. (This was before our team attempted to use GPU acceleration with more efficient person tracking software.) This resulted in jumpy video transitions while tracking someone. I was given the task of finding a way of applying video motion smoothing so the resulting video framing would be smooth and professional looking.

Barco Labs Augmented Reality Prototype

Since I had already computed the homography and object segmentation for the text readability prototype, it was just a matter of using the OpenCV library to apply perspective warping on that video stream (from a computed perspective transform based on the homography matrix) so that one video stream could be seamlessly inserted into the other to create an augmented reality mashup. The result was a much clearer rendering of the projected content as seen in the composite video stream by remote users.

Prototyped a Star Wars™ like meeting experience

Created several proof-of-concept webapps in 2017 experimenting with ideas that will make virtual meetings more immersive. Our approach was largely inspired by the Star Wars™ films. If you remember, the Jedi Council held meetings in which remote participants were sitting in seats using holographic projections of themselves and vs. versa. I prototyped the same two-way immersive meeting idea using WebGL 3-D and WebRTC in web browsers.

Prior Work

INDEPENDENT CONSULTANT
2002 — 2006
Zaun Consulting (self-employed) [Boulder Creek, CA]
Yahoo! Research Labs (research lab) [Burbank, CA]
2005
The Burke Institute, (education foundation) [Santa Cruz, CA]