MK 306, Dept.of EECS, University of Tennessee, Knoxville, TN, 37996
Tel: +1 (865)-805-4079 Email: rguo1@vols.utk.edu
http://web.eecs.utk.edu/~rguo1/
OBJECTIVE
A position in the field of Machine learning with special interests in Computer Vision , Image Processing , Deep Learning and programming.
EDUCATION
University of Tennessee, Knoxville
Ph.D Student in Computer Engineering
Beihang University, Beijing, China
M.S. in Electrical Engineering B.S. in Physics
Aug. 2011 - Est. Graduate Summer 2015
Sept. 2002 - Feb. 2009
RESEARCH EXPERIENCE
AICIP Laboratory
Graduate Research Assistant
·
Scene and Activity Understanding
Image Saliency Detection Based on Self-similarity
Aug. 2011 - Present
University of Tennessee
Object Recognition Based on Partially Sparse Restricted Boltzmann Machine ( Deep Learning )
Human Expression Recognition Based on L
1 / 2
Regularized ADN (
·
Pervasive and Unobtrusive Emotion Sensing for Human Mental Health
Deep DeConvolutional Network)
Human Emotion Sensing Based on GSR
Human Sleeping Status Monitoring Based on GSR
·
Hyper-spectral Image Unmixing
Hyper-spectral Image Unmixing via Deep Neural Network
Aug. 2009 - Jul. 2011
West Virginia University
Image Processing and Computer Vision Laboratory
Graduate Research Assistant
·
Human Biometrics Authentication
Nighttime Environment Pedestrian Recognition via Sparse Coding
Facial Expression Recognition Across Aging
·
Miscellaneous Research
2D-3D Collaborative Face Recognition
Retinal Image Enhancement and Segmentation with ChanVese Model
Expression Related Facial Image Alignment
Micro-Nano Structure Laboratory
Research Assistant
·
Multi-sensor Data Fusion Algorithm and Hardware Design
Sept. 2006 - Feb. 2009
Beihang University
TECHNICAL STRENGTHS
Computer Languages
Background Knowledge
Experienced in .Net (C#), C++, OpenCV, Matlab and core Python
Computer Vision, Machine Learning, Image Processing, Biometrics,
Signal Processing and Data Mining
INDUSTRIAL EXPERIENCE
ProNova Solutions.
Intern Software Engineer
·
Proton CS360 System Positioning and Imaging: Software Development (C# .net)
May. 2014 - Aug. 2014
Knoxville, TN
Raycom, Inc.
Mar. 2009 - Jul. 2009
IC Design Engineer Beijing, China
·
Pre-research project of algorithm development for speech recognition ASIC (Matlab, C++)
Sony Ericsson Nov. 2007 - Mar. 2008
Intern
·
System Validation Engineer in Mobile Phone Group
Beijing, China
SIM Technology, Ltd.
Intern
·
Software Security Validation Engineer
Jul. 2007 - Aug. 2007
Shanghai, China
PUBLICATIONS
[1] Rui Guo , Hairong Qi. Facial Feature Parsing and Landmark Detection via Low-Rank Matrix Decomposition. IEEE ICIP 2015
[2] Rui Guo , Wei Wang and Hairong Qi. Hyperspectral Image Unmixing using Autoencoder Cascade.
IEEE WHISPERS 2015 (Best Paper Award)
[3] Rui Guo , Hairong Qi. Facial Expression Recognition Using ADN via L
1 / 2
Submitted to Computer Vision Conference
Norm Regularization.
[4] Rui Guo , Hairong Qi. Saliency Detection Based on Self-similarity. In submission to CV Journal
[5] Rui Guo , Hairong Qi. Partially-sparse Restricted Boltzmann Machine for Background Modeling and
Subtraction. ICMLA 2013 ( Oral )
[6] Rui Guo , Shuangjiang Li, Li He, Wei Gao, Hairong Qi and Gina Owens. Pervasive and Unobtrusive
Emotion Sensing for Human Mental Health. Pervasive Health, May 2013 ( Oral )
[7] X. Wang, R. Guo and C. Kambhamettu. Deeply-learned Features for Age Estimation. WACV 2014
[8] Shuangjiang Li, Rui Guo , and etc. Demo: MoodMagician - A Pervasive and Unobtrusive Emotion
Sensing System using Mobile Phones for Improving Human Mental Health. SenSys 2014. In Press.
[9] X. Li, R. Guo , C. Chen. Robust Pedestrian Tracking and Recognition from FLIR Video: A Unified
Approach via Sparse Coding. Sensors, Vol. 6, pp. 11245-11259, June 2014
[10] X. Wang, V. Ly, R. Guo and C. Kambhamettu. 2D-3D Face Recognition via Restricted Boltzmann
Machines. VISAPP (ACM), January 2014
[11] G-D. Guo, R. Guo and X. Li. Facial Expression Recognition Influenced by Human Aging. IEEE
Trans. Affective Computing, Vol. 4(3), 2013
[12] Guo Rui , Wang Xiang, Zhang Chi and Bo Chunguang. Multi-sensor Target Track Fusion Based on
Novel AFCM, Chinese Journal of Sensors and Actuators, Vol.22(3), Mar. 2009
[13] Wang Xiang, Guo Rui and etc. Multi-sensor Targets Data Association and Track Fusion Based on
Novel AWFCM. International Journal of Nonlinear Science and Numerical Simulation, Vol.10(3), 2009
[14] Wang Xiang, Guo Rui , Liu Jizhong and etc. A Novel Alternative Weighted Fuzzy C-means Algorithm and Cluster Validity Analysis. Proc. of PACIIA 2008, Vol.2 (Session 1):130-134 (IEEE)
PATENT
Kalman Filter Based on Field Programmable Gate Array China Patent: CN201365232Y