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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.