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Light Field Duality, Uncertainty and Free Viewpoint Video
Speaker: Dr. George Chen
STMicroelectronics San Diego Laboratory
Title: Light Field Duality, Uncertainty and Free Viewpoint Video
Date: Monday, 29 March 2004
Time: 4:00pm - 5:00pm
Venure: Lecture Theatre F
(near lift nos. 25/26)
ABSTRACT:
In recent years, Free Viewpoint Video (FVV) has attracted the attention
of the international MPEG committee. Concrete standardization steps
towards supporting FVV have been taken. FVV aims at providing viewers
both stereo parallax and motion parallax. Depending on the rendering
method, three coding technologies have been proposed based on depth,
geometry model or light field. I started studying light field duality
in late 2002, with the purpose of replacing the then state-of-the-art
signal processing approach which applies only to uniformly sampled light
fields. Based on the duality formulism, the equivalence between the
geometry-based and light field-based rendering methods can be rigorously
proved. This paves the way for a unified FVV codec. In this presentation,
I will introduce the duality concept and show how it leads to an elegant
rendering algorithm that can be accelerated by off-the-shelf graphics
hardware. I will also touch upon my recent proposal to MPEG about a
unified multi-view coding approach. In practice, light fields cannot be
exactly sampled. My colleagues and I have developed methods and
representations to estimate uncertainties associated with light field
samples. I will show how the uncertainty information can be used to
generate probably correct novel views.
BIOGRAPHY:
Dr. George Chen is currently a research manager at STMicroelectronics
San Diego Laboratory. He obtained his Ph.D. degree in Computer Science
from the University of Southern California in 2000. Prior to joining
STMicroelectronics, he was a consultant to Geometrix Inc helping the
company create a 3-D face recognition system based on his doctoral work.
Dr. Chen is interested in many aspects along the chain of visual
information sensing, processing, transmission and display. He is also
interested in parallel microprocessor architectures to support real-time
visual signal processing.