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Education and Research in the Center for Signal and Image Processing
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CSIP Summary Our Ph.D. graduates have impact worldwide in DSP education and research Distinguished faculty 18 faculty (8 IEEE Fellows) Co-authors of over 25 books on DSP Over 80 current Ph.D. students Located on third floor of GCATT building th St., NW Support from Georgia Research Alliance has provided outstanding well equipped labs. Center for Signal and Image Processing
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Beowulf Cluster 26 dual processors 1 Gbyte memories
Center for Signal and Image Processing
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CSIP Faculty Yucel Altunbasak David V. Anderson Thomas P. Barnwell
Mark A. Clements Faramarz Fekri Monson H. Hayes Joel R. Jackson Fred Juang Aaron Lanterman Chin Lee Vijay K. Madisetti Francois Malassenet James H. McClellan Russell M. Mersereau Ronald W. Schafer Douglas B. Williams G. Tong Zhou Center for Signal and Image Processing
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Past and Present Funding
Industry: Texas Instruments, Intel, BAE Systems, Hewlett-Packard, Mathworks, National Semiconductor, Analog Devices, Lucent, Harris, Hughes, Prentice-Hall Federal: NSF, U.S. Army, DARPA, ONR, NASA,MPO State: Georgia Research Alliance Private Foundation: John and Mary Franklin Foundation Total Funding: Current funding from government and industry totals about $6.5M Center for Signal and Image Processing
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Industrial Partnership Examples
Texas Instruments Leadership Univ. Program Members with MIT and Rice U. Seven projects - 7 faculty and 7 Ph.D. students Wireless video, CFA interpolation, speech coding, speech recognition, chaotic systems, face recognition, MIMO communication systems Hewlett Packard Laboratories Four faculty and six students Focus on PADs: low-power analog front-ends, structured audio, applications in education. Also, 3D video for video conferencing, HP Labs researcher in residence Center for Signal and Image Processing
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Linearization of RF Power Amplifiers G. Tong Zhou, J. Stevenson Kenney
Power amplifiers (PAs) are inherently nonlinear. Desire: high efficiency PAs, leading to low cost. Downside of high efficiency: high nonlinearity. Nonlinearity causes: (1) high bit error rate; (2) adjacent channel interference: must satisfy FCC. DSP-based predistortion linearization. Challenging issue: memory nonlinear effects in high power amplifiers (e.g., base station PAs). In collaboration with Lucent Technologies, we have developed a memory polynomial pre-distorter that does the job. Center for Signal and Image Processing
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RF/DSP Testbed Center for Signal and Image Processing
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Video Resolution Enhancement Y. Altunbasak and R. Mersereau
Future broadcasting will be all digital. High definition displays will dominate the market. However, most programming is expected to be in SDTV format. There is a clear need and technical opportunity to design systems to enhance the quality of the SDTV signal so that it matches the quality and capabilities of high definition displays. Center for Signal and Image Processing
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Applications - Digital Cameras
Subsequent multiple pictures (JPEG format) Reconstructed high-resolution picture Also applicable to high-quality printing from video sources such as DVD players, set-top boxes, TV sets, software MPEG players and camcorders. Requires a resolution enhancing print driver. Center for Signal and Image Processing
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Face Recognition Monson H. Hayes
Major problem is lighting and pose variations. Center for Signal and Image Processing
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Results and Next Step We have developed a new face recognition system based on a segmented linear subspace model Robust to varying illuminations and tolerant to different poses, Has recognition accuracy equaling or exceeding (>99%) other state-of-the-art systems, and Has a fraction of the complexity. Next Step: Face Recognition from Video Face detection (patent awarded). Pose detection (find best frontal view). Face recognition (robust to varying illuminations, poses, facial expressions). The Intriguing Question How can we incorporate the multitude of images that are extracted from video to enhance the recognition system? Center for Signal and Image Processing
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Finite Field Wavelet Transforms
F. Fekri and D. Williams Goal: Establishment of a new research field that brings together researchers from signal processing, error control coding, data security and multicarrier signaling systems. Error Control Coding Finite Field Wavelets And I would like to conclude my talk by this slides that summarize my research plan: in which the finite field wavelet plays a central role to do coding, data security and muliuser access and combine them under unifying theory. Thus I intend to propose a program that will systematically explore these application areas and I will encourage and welcome collaboration with other faculty members. OFDM Modulation Security coding Center for Signal and Image Processing
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New Research Directions in Data Security
LL LH HL HH row-wise column-wise New Research Directions in Error Control Coding Center for Signal and Image Processing
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Passive Radar Systems Aaron Lanterman Target Tracking Positions
Exploit “illuminators of opportunity” such as commercial TV and FM radio broadcasts for covert operation Target Tracking Positions Velocities Radar Cross Section Radar Imaging Passive Radar System Target Classification Target Library Signature Prediction via Computational EM
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Imaging With 100.0 on Your FM Dial
Target Shape Formatted Raw Data Image Formed Via Processing F-22 Falcon-100 VFY-218
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Cooperative Analog/Digital Signal Processing
D. Anderson and P. Hasler Target: Complex signal processing functionality with extremely low power Approach: Perform substantial amounts of the processing in programmable analog VLSI Real world (analog) DSP Processor A/D Convertor Computer (digital) Specialized A/D Real world (analog) ASP IC Computer (digital) DSP Processor A/D Center for Signal and Image Processing
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Cooperative Analog/Digital Signal Processing
Advantages of CADSP: Better problem “fit” Orders of magnitude improvement in power consumption / efficiency Simpler A/D converter requirements, Smaller size. Current Applications Include: Audio noise suppression Audio source localization / beam-steering Focal plane image / video processing Speech Recognition Field Programmable Analog Processor Arrays Center for Signal and Image Processing
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Image-Based Photo Hulls
R. Schafer, G. Slabaugh, M. Hans Center for Signal and Image Processing
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Image-Based Photo Hulls
Sample points along the ray within the visual hull. Match colors across images. Stop when point projects to consistent colors. Stepping direction Consistent Reference view Inconsistent 2 fps on a 1.4 GHz Pentium Reference view Desired view Center for Signal and Image Processing
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Microelectrode-Guided Neurosurgery
M. Clements and E. Price Sponsor: NIH / Emory University Objective: Improve treatment for Parkinson’s disease with 3D brain mapping and digital signal processing Currently the way the surgeon knows what brain region the electrode is in is by listening to discharge patterns. Using DSP and pattern recognition, we are automating the identification process. Center for Signal and Image Processing
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Digital Media Asset Management
Sam Nunn Archives: Cooperative Effort between CSIP, IMTC, GT and Emory Libraries. Fast searching of audio based on phonetic content. Typical speed of search: 72,000x real time (20 hours of content searched in 1 elapsed second). Basis for startup company Fast-Talk which has received over $10M venture funding. New results demonstrate rapid searching of music by lyrics and melodies using same approach. The speech part can be the basis for voic management, data-mining, call center monitoring and alerting, market research, distance learning tool. The music part can be for indexing content by melody, detection copyright infringement, accessing music by “humming a tune.” Center for Signal and Image Processing
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Summary The premier academic program in the country in the signal processing field is in the Georgia Tech School of Electrical and Computer Engineering. We have lots of outstanding graduate students. Internships Long-term contributors We have lots of outstanding technology waiting to be developed. We have a demonstrated capability to work with industry. Contact me if you want to come for a visit. Center for Signal and Image Processing
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