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Dolby Laboratories Inc—Burbank, CA
Staff Engineer, Image Technology
October 2007 - Present
- Research and development in image and video technology.
- Investigate advanced techniques for obtaining objective video quality metrics to evaluate video compressed under varying encoding conditions.
- Investigate advanced video compression techniques.
- Investigate error resilient video encoding techniques, and decoder error concealment techniques.
- Investigate next generation 3D video coding and delivery schemes.
- Write internal and external documentation, and patent applications, related to research and development.
- Give internal and external presentations on technology innovations.
- Hitachi America Ltd—San Jose, CA
Summer Intern: Wireless Systems Research Laboratory
May 2007 – September 2007
- Researching QoS techniques for HDTV video streaming over WLANs.
- Implementing forward error correction (FEC) and error concealment techniques to minimize errors due to packet losses.
- Implemented algorithms for real-time experimentation and demonstrations in existing 802.11 testbed at WSRL.
- Gained experience with MPEG-2 transport streams, RTP/UDP, multithreaded programming in C, and network programming.
- Gained familiarity with 802.11 MAC/PHY including QoS extensions in 802.11e.
- Showed significant improvement in packet error rates and video quality can be achieved using proposed techniques.
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Northwestern University—Evanston, IL
Research Assistant: Image and Video Processing Laboratory
September 2004 – May 2007
- Collaborated with Motorola Network Advanced Technology Group in Arlington Heights, IL, on project related to multiuser video streaming over emerging wireless networks such as HSDPA, IEEE 802.16.
- Developed content-aware packet scheduling techniques for streaming multiple pre-encoded video streams on-demand to multiple clients over a wireless network.
- Devised a practical scheme that uses the gradients of a content-dependent utility function to determine the scheduling and resource allocation across multiple users.
- Investigated implementation issues, such as, error robust encoding strategies, buffer delay, and packet fragmentation at the MAC layer.
- Explored the effect of decoder-side error concealment of lost packets on QoS of video.
- Showed that significant improvement in video quality (in terms of first and second order QoS statistics) can be achieved using content-aware scheduling technique.
- Explored the use of objective perceptually relevant video quality metrics in addition to the commonly used PSNR metric.
- Extended the algorithm to scalable video codecs.
- Implemented algorithms within the H.264/AVC and H.264 Scalable Video Coding extension reference codecs using C/C++.
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Northwestern University—Evanston, IL
Research Assistant: Image and Video Processing Laboratory
September 2001–September 2004
- Collaborated with Motorola Labs in Schaumburg, IL on project related to object tracking using multiple imaging sensors.
- Implemented real-time background segmentation demo in C using USB camera on Linux PC.
- Used spatio-temporal Markov Random Field method to obtain smooth background segmentations for moving object detection.
- Designed a multi-scale feature detection and extraction algorithm, to be used for wide baseline stereo camera calibration.
- Developed an algorithm that used a non-linear Kalman filter tracker for optimal sensor selection as the tracked object moved through the sensor field.
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Lafayette College—Easton, PA
Honors Thesis Research: Electrical Engineering Department
August 1999–May 2000
- Developed a web-based handwritten character recognition system.
- Tested the performance of various algorithms including Hopfield neural networks, Hough transforms for line detection, and vector quantization algorithms.
- Performed image scaling and rotation to obtain affine invariant templates for recognition.
- Implemented the system to operate as a web-based application.
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Northwestern University—Evanston, IL
Ph.D., Electrical Engineering, December 2007
Thesis: Downlink Packet Scheduling and Resource Allocation for Multiuser Video Transmission over Wireless Networks
Cabell Fellowship awarded for first year of graduate study
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Northwestern University—Evanston, IL
M.Sc., Electrical Engineering, December 2002
Thesis: Collaborative Video-Based Target Tracking
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Lafayette College—Easton, PA
B.Sc., Honors in Electrical Engineering, Minor in Computer Science, May 2000
Thesis: A Web-Based Handwritten Character Recognition System
Elected to Tau Beta Pi, Eta Kappa Nu, and Phi Beta Kappa honor societies (1999)
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