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Signal Processing Electrical

Location:
Cupertino, CA
Posted:
October 05, 2013

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Resume:

Xiangqiong (Carol) Shi

C ONTACT Cell: +1-408-***-**** E-mail: *************@*****.***

I NFORMATION Web: http://sites.google.com/site/xiangqiongshi

T ECHNICAL Image and video processing, computer vision and machine learning, stereo video enhancement.

S PECIALTIES

University of Illinois at Chicago, Chicago, IL, USA

E DUCATION

Department of Electrical and Computer Engineering

Ph.D, Electrical Engineering, 08/2006- 08/2011

Doctoral Thesis Title: ”Bayesian Networks: Performance Analysis of Loopy Belief Propagation”

Co-Advisors: Prof. Dan Schonfeld, Prof. Daniela Tuninetti

Shanghai Jiao Tong University, Shanghai, China

Department of Automation

M.S., Electrical Engineering, 09/2003-02/2006

B.S., Electrical Engineering, Graduated ranked top 3%, 09/1999-06/2003

• Nokia, Visual Computing and Ubiquitous Imaging Team, Research Intern

W ORKING 10/2010 -05/2011

E XPERIENCE - Improved performance of mobile image stitching for Panorama application and Robust Instant Cloning

application on Nokia smartphone.

- Did code review, unit test, code refactoring and optimization.

• Technicolor, 3D Video Compression Group, Summer Intern 05/2010 - 08/2010

- Improved the subjective quality of 3D videos with high motion and blur by adding comfort noise to

decoder.

• Motorola Inc., Image and Video Communication Group, Summer Intern 05/2008 - 08/2008

- Implemented real-time view synthesis using stereo images captured by a Bumble Bee camera.

• Gelber Group, LLC, Research Assistant 09/2006-08/2007

- Realized real-time financial forecasting based on statistical signal processing.

Stanford Summer Session 2012

ACADEMIC

E XPERIENCE Course CS148: Introduction to Computer Graphics and Imaging

University of Illinois at Chicago

Multimedia Communications Laboratory, Dept. of ECE

• Markov Random Fields Model (MRF) and Belief Propagation for Image Segmentation 08/2010 -

08/2011

- Analyzed the performance of belief propagation algorithm for image segmentation based on MRF.

• Performance Analysis of Loopy Belief Propagation Algorithm (LBP) 08/2008 - 05/2010

- Presented novel distance bounds between multiple fixed-point solutions of pseudo-marginal probability.

- Proposed uniform and non-uniform sufficient convergence conditions of LBP.

- Improved existing distance bounds between pseudo-marginal probability and true marginal probability.

• Motion Trajectory Indexing and Retrieval Based on Multi-linear Analysis 08/2009 - 12/2009

- Provided flexibility of query dimension to efficiently index and retrieve multi-camera based trajectories.

• Discrete Wavelet Transform Approach for Blind Adaptive Filtering (DWT-BAF) of Image from

Unknown Noise Spring 2007

- Enhanced non-stationarity and SNR of images with unknown noises by utilizing DWT-BAF.

• Video Genre Classification Based on Cross-Correlation Analysis 08/2006 - 12/2007

- Presented a novel statistical cross-correlation analysis for video classification by modeling time-variant

cross correlation as random process.

- Reduced dramatically the search time for the maximum cross correlation by randomly sampling the

correlation function and monitoring the likelihood of a higher value using sequential hypothesis testing.

Shanghai Jiao Tong University

• Deadlock Free Scheduling for Flexible Manufacturing Systems (FMSs) 09/2003 - 02/2006

- Solved the NP-hard deadlock-free scheduling problems by a filtered beam search method and used

siphon technology to prevent deadlock.

• Improvements on Simulation Software for FMSs 09/2002 - 06/2003

- Improved the graphical user interface (GUI) and database design of FMSs simulation software.

Journal Papers

P UBLICATIONS

- Xiangqiong Shi, Dan Schonfeld and Daniela Tuninetti, ”Performance Analysis of Loopy Belief Propaga-

tion”, submitted to Journal of Machine Learning Research, http://arxiv.org/abs/1009.2305.

- Xiangqiong Shi and Dan Schonfeld, ”Cross-Correlation Analysis for Video Classification and Mining

Based on Statistical Methods”, submitted to IEEE Transactions on Image Processing.

Conference Papers

- Qun Li, Xiangqiong Shi and Dan Schonfeld, ”Robust HOSVD-Based Higher-Order Data Indexing and

Retrieval,” Signal Processing Letters, IEEE, vol.20, no.10, pp.984,987, Oct. 2013

- Qun Li, Xiangqiong Shi and Dan Schonfeld, ”A General Framework for Robust HOSVD-based Indexing

and Retrieval With High-Order Tensor Data”, 2011 IEEE International Conference on Acoustics, Speech and

Signal Processing (ICASSP), 2011, page(s): 873 - 876 .

- Qun Li, Xiangqiong Shi and Dan Schonfeld, ”Robust HOSVD-based multi-camera motion trajectory index-

ing and retrieval”, Visual Information Processing and Communication II, Proceedings of the SPIE, Volume

7882, pp. 78820E-78820E-6 (2011).

- Xiangqiong Shi, Dan Schonfeld and Daniela Tuninetti, ”Message Error Analysis of Loopy Belief Propa-

gation”, IEEE International Conference on Acoustics Speech and Signal Processing, 2010, Page(s): 2078 -

2081.

- Xiangqiong Shi and Dan Schonfeld, ”Video Classification and Mining Based on Statistical Methods for

Cross-Correlation Analysis”, IEEE/SP Workshop on Statistical Signal Processing, 2007, Page(s):586 - 590.

- Xiangqiong Shi and Zhiming Wu, ”Deadlock-Free Scheduling Method for FMSs Using Beam Search”,

2005 IEEE International Conference on Systems, Man and Cybernetics,Volume: 2, Page(s): 1188- 1193.

• Programming Languages: Matlab, C/C++, OpenCV, OpenGL, Qt, MASM, SQL.

C OMPUTER

• Operating System: Windows, Mac OS.

S KILLS

AWARDS AND Student Travel Award, UIC, 2010

H ONORS University Fellowship, (offered up to 15% of total fall enrollment), University of Illinois at Chicago, 2006-

2007, 2009-2010 Academic Years

National Excellence Scholarship, Shanghai Committee of Education, 2004-2005 Academic Year

Shanghai Excellent Graduate, Shanghai Committee of Education, June 2003

M AJOR G RADUATE Statistical Digital Signal Processing; Digital Image Processing; Advanced Digital Communications; Adaptive

C OURSEWORK Digital Filters; Random Signal Analysis; Detection and Estimation Theory; Computer Algorithms; Real

analysis; Probability theory; Applied Statistical Methods.



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