Mitsubishi Electric Research Laboratories

Fatih M. Porikli

MERL Research / Technical Staff
Distinguished Member Research Staff
Ph.D., Polytechnic University, 2002

Phone: (617) 621 7586
Email:




Publications:

Porikli, F.; Bovik, A.; Plack, C.; AlRegib, G.; Farrell, J.; LeCallet, P.; Huynth-Thu, Q.; Moeller, S.; Winkler, S., "Multimedia Quality Assessment", IEEE Signal Processing Magazine, ISSN: 1053-5888, Vol. 28, Issue 6, pps. 164-177, November 2011 (IEEE Xplore, TR2011-075)

Nguyen H.V.; Porikli, F., "Concentric Ring Signature Descriptor for 3D Objects", IEEE International Conference on Image Processing (ICIP), September 2011 (IEEE Xplore, TR2011-063)

Porikli, F.; Ozkan, H., "Data Driven Frequency Mapping for Computationally Scalable Object Detection", IEEE International Conference on Advanced Video and Signal-based Surveillance (AVSS), August 2011 (AVSS 2011, TR2011-054)

Hussein, M.; Porikli, F.; Li, R.; Arsian, S., "CrossTrack: Robust 3D Tracking from Two Cross-Sectional Views", IEEE Computer Vision & Patter Recognition (CVPR), June 2011 (IEEE Xplore, TR2011-037)

Lian, Z.; Godil, A.; Bustos, B.; Daoudi, M.; Hermans, J.; Kawamura, S.; Kurita, Y.; Lavoua, G.; Nguyen, H.V.; Ohbuchi, R.; Ohkita, Y.; Porikli, F.; Reuter, M.; Sipiran, I.; Smeets, P.; Suetens, P.; Tabia H.; Vandermeulen, D., "Shape Retrieval on Non-rigit 3D Watertight Meshes", Eurographics Workshop on 3D Object Retrieval, April 2011 (3DOR2011, TR2011-024)

Ruta, A.; Porikli, F.M.; Watanabe, S.; Li, Y., "In-vehicle Camera Traffic Sign Detection and Recognition", Machine Vision and Applications, Vol. 22, Issue 2, March 2011 (Springer-Verlag 2009, TR2011-041)

Li, X.; Porikli, F., "Human State Classification and Predication for Critical Care Monitoring by Real-Time Bio-signal Analysis", International Conference on Pattern Recognition (ICPR), ISBN: 978-0-7695-4109-9, August 2010 (CS Digital Library, TR2010-073)

Joshi, A.J.; Porikli, F., "Scene-Adaptive Human Detection with Incremental Active Learning", International Conference on Pattern Recognition (ICPR), ISBN: 978-0-7695-4109-9, August 2010 (CS Digital Library, TR2010-075)

Porikli, F., "Learning on Manifolds", Joint IAPR International Conference on Structural, Syntactic and Statistical Pattern Recognition (SSPR & SPR), August 2010 (ACM Portal, TR2010-079)

Venkatraman, V.; Porikli, F.M., "RelCom: Relational Combinatorics Features for Rapid Object Detection", IEEE Workshop on Object Tracking and Classification Beyond and in the Visible Spectrum , Robust Object Detection, June 2010 (OTCBVS 2010, TR2010-036)

Joshi, A.J.; Porikli, F.M.; Papanikolopoulos, N., "Breaking the Interactive Bottleneck in Multi-class Classification with Active Selection and Binary Feedback", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Object Recognition, June 2010 (CVPR 2010, TR2010-037)

Joshi, A.J.; Porikli, F.; Papanikolopoulos, N., "Multi-Class Batch-mode Active Learning for Image Classification", IEEE International Conference on Robotics and Automation (ICRA), ISSN: 1050-5729, pp. 1873-1878, May 2010 (IEEE Xplore, TR2010-034)

Porikli, F.M., "Needle Picking: A Sampling Based Track-before-Detection Method for Small Targets", SPIE Conference on Signal and Data Processing of Small Targets, Vol. 7698, 769803 (2010); doi: 10.1117/12.850452, April 2010 (SPIE Digital Library, TR2010-018)

Porikli, F.; Sun, H., "Compressed Domain Video Object Segmentation", IEEE Transactions on Circuits and Systems for Video Technology, DOI: 10.1109/TCSVT.2009.2020253, pp. 2-14, January 2010 (IEEE Xplore, TR2005-040)

Hussein, M.E.; Porikli, F.M.; Davis, L., "Object Detection via Boosted Deformable Features", IEEE International Conference on Image Processing (ICIP), DOI: 10.1109/ICIP.2009.5414561, pp. 1445-1448, November 2009 (IEEE Xplore, TR2009-072)

Tuzel, C.O.; Porikli, F.M.; Meer, P., "Kernel Methods for Weakly Supervised Mean Shift Clustering", IEEE International Conference on Computer Vision (ICCV), DOI: 10.1109/1CCV.2009.5459204, pp. 48-55, September 2009 (IEEE Xplore, TR2009-066)

Porikli, F.M.; Pan, P., "Regressed Importance Sampling on Manifolds for Efficient Object Tracking", IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), DOI: 10.1109/AVSS.2009.95, pp. 406-411, September 2009 (IEEE Xplore, TR2009-061)

Hussein, M.E.; Porikli, F.M.; Davis, L., "A Comprehensive Evaluation Framework and a Comparative Study for Human Detectors", IEEE Transactions on Intelligent Transportation Systems, DOI 10.1109/TITS.2009.2026870, Vol. 10, Issue 3, pp. 417-427, September 2009 (IEEE Xplore, TR2010-070)

*   Sengupta, K.; Porikli, F., "Geometric Sequence (GS) Imaging with Bayesian Smoothing for Optical and Capacitive Imaging Sensors", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI 10.1109/CVPR.2009.5205205, pp. 90-97, June 2009 (IEEE Xplore, TR2009-035)

Joshi, A.J.; Porikli, F.; Papanikolopoulos, N., "Multi-Class Active Learning for Image Classification", IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Poster Session 5, June 2009 (CVPR 2009, TR2009-034)

Ruta, A.; Porikli, F.; Li, Yongmin,; Watanabe, S.; Kage, H.; Sumi, K., "A New Approach for In-Vehicle Camea Traffic Sign Detection and Recognition", IAPR Conference on Machine vision Applications (MVA), Session 15: Machine Vision for Transportation, May 2009 (MVA 2009, TR2009-027)

Pan, P.; Porikli, F.; Schonfeld, D., "A New Method for Tracking Performance Evaluation Based on a Reflective Model and Perturbation Analysis", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), April 2009 (ICASSP 2009, TR2009-019)

*   Tuzel, O.; Porikli, F.; Meer, P., "Pedestrian Detection via Classification on Riemannian Manifolds", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), ISSN: 0162-8828, Vol. 30, Issue 10, pp. 1713-1727, October 2008 (IEEE Xplore, TR2008-037)

*   Porikli, F., "Constant Time O(1) Bilateral Filtering ", IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), June 2008 (IEEE Xplore, TR2008-030)

*   Tuzel, O.; Porikli, F.; Meer, P., "Learning on Lie Groups for Invariant Detection and Tracking", IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), June 2008 (IEEE Xplore, TR2008-031)

*   Hussein, M.; Porikli, F.; Davis, L., "Kernel Integral Images: A Framework for Fast non-Uniform Filtering", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), ISSN: 1063-6919, pp. 1-8, , June 2008 (IEEE Xplore, TR2008-033)

Parag, T.; Porikli, F.; Elgammai, A., "Boosting Adaptive Linear Weak Classifiers for Online Learning and Tracking", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), ISSN: 1063-6919, pp. 1-8, June 2008 (IEEE Explore, TR2008-065)

Hussein, M.; Porikli, F.; Davis, L., "Towards Practical Evaluation of Pedestrian Detectors", IEEE Workshop on Human Detection from Mobile Platforms, May 2008 (1st IEEE Workshop on Human Detection from Mobile Platforms, TR2008-088)

Mei, X.; Porikli, F., "Joint Tracking and Video Registration by Factorial Hidden Markov Models", International Conference on Acoustic Speech and Signal Processing (ICASSP), ISSN: 1520-6149, pp. 973-976, March 2008 (IEEE Explore, TR2008-010)

Porikli, F., "Reshuffling: A Fast Algorithm for Filtering with Arbitrary Kernels", SPIE Electronic Imagining Conference on Real-Time Image Processing, Vol. 6811, January 2008 (SPIE Publications, TR2008-007)

Yin, Z.; Porikli, F.; Collins, R., "Likelihood Map Fusion for Visual Object Tracking", IEEE Workshop on Applications of Computer Vision (WACV), January 2008 (IEEE Xplore, TR2008-008)

Porikli, F., "Detection of Temporarily Static Regions by Processing Video at Different Frame Rates", IEEE Conference on Advanced Video and Signal Based Surveillance (AVSS), ISBN: 978-1-4244-1696-7, pp. 236-241, September 2007 (IEEE Xplore, TR2007-040)

Mei, X.; Zhou, S.K.; Wu, H.; Porikli, F., "Integrated Detection, Tracking and Recognition for IR Video-based Vehicle Classification", Journal of Computers, ISSN: 1796-203X, Vol. 2, Issue 6, pp. 1-8, August 2007 (Academy Publisher, TR2007-044)

Mei, X.; Zhou, S.K.; Porikli, F., "Probabilistic Visual Tracking via Robust Template Matching and Incremental Subspace Update", IEEE International Conference on Multimedia and Expo, ISBN: 1-4244-1027-7, pp. 1818-1821, July 2007 (IEEE Xplore, TR2007-045)

*   Tuzel, O.; Porikli, F.; Meer, P., "Human Detection via Classification on Riemannian Manifolds", IEEE Computer Society Conference on Computer Vision & Pattern Recognition (CVPR), June 2007 (CVPR 2007, TR2007-046)

Porikli, F.; Kocak, T., "Fast Distance Transform Computation Using Dual Scan Line Propagation", SPIE Conference Real-Time Image Processing, ISBN: 9780819466099, Vol. 6496, February 2007 (SPIE Publications, TR2007-013)

Bashir, F.; Porikli, F., "Collaborative Tracking of Objects in EPTZ Cameras", SPIE Conference Visual Communications and Image Processing , ISBN: 978089466211, Vol. 6508, January 2007 (SPIE Publications, TR2006-088)

Porikli, F.; Kocak, T., "Robust License Plate Detection Using Covariance Descriptor in a Neural Network Framework", IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), ISBN: 0-7695-2688-8, pp. 107, November 2006 (IEEE Xplore, TR2006-100)

Porikli, F.; Tuzel, O., "Fast Construction of Covariance Matrices for Arbitrary Size Image Windows", IEEE International Conference on Image Processing (ICIP), ISSN: 1522-4880, pp.1581-1584, October 2006 (IEEE Xplore, TR2006-043)

Shao, J.; Porikli, F.; Chellappa, R., "A Cascading Framework of Contour Motion and Deformation Estimation for Non-Rigid Object Tracking", International Conference on Image Processing (ICIP), October 2006 (ICIP 2006, TR2006-044)

*   Porikli, F., "Achieving Real-Time Object Detection and Tracking Under Extreme Conditions", Journal of Real-time Image Processing, ISSN: 1861 8200, Vol. 1, Number 1, pp. 33-40, October 2006 (Springer Berlin / Heidelberg, TR2006-039)

Mei, X.; Porikli, F., "Fast Image Registration via Joint Gradient maximization: Application to Multimodal Data", SPIE Conference Electro-Optical and Infrared Systems Technology and Applications, ISBN: 9780819464934, Vol. 6395, September 2006 (SPIE Proceedings, TR2006-109)

*   Porikli, F.; Tuzel, O.; Meer, P., "Covariance Tracking using Model Update Based on Lie Algebra", IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), ISSN: 1063-6919, Vol. 1, pp. 728-735, June 2006 (IEEE Xplore)

Bashir, F.; Porikli, F., "Performance Evaluation of Object Detection and Tracking Systems", IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (PETS), June 2006 (PETS 2006, TR2006-041)

*   Porikli, F.; Tuzel, O., "Covariance Tracker", IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), June 2006 (CVPR 2006, TR2006-042)

Goubet, E.; Katz, J.; Porikli, F., "Pedestrian Tracking Using Thermal Infrared Imaging", SPIE Conference Infrared Technology and Applications XXXII, Vol. 6206, pp. 797-808, June 2006 (SPIE Proceedings, TR2005-126)

*   Tuzel, O.; Porikli, F.; Meer, P., "Region Covariance: A Fast Descriptor for Detection and Classification", European Conference on Computer Vision (ECCV), May 2006 (ECCV 2006, TR2005-111)

Porikli, F.; Tuzel, O., "Bayesian Background Modeling for Foreground Detection", ACM International Workshop on Video Surveillance and Sensor Networks (VSSN), ISBN: 1-59593-242-9, pp. 55-28, November 2005 (ACM Press, TR2005-101)

Porikli, F.; Thornton, J., "Shadow Flow: A Recursive Method to Learn Moving Cast Shadows", IEEE International Conference on Computer Vision (ICCV), ISSN: 1550-5499, Vol. 1, pp. 891-898, October 2005 (IEEE Xplore, TR2005-058)

Zilani, F.; Velastin, S.; Porikli, F.; Marcenaro, L.; Kelliher, T.; Cavallaro, A.; Bruneaut, P., "Performance Evaluation of Event Detection Solutions: The CREDS Experience", IEEE Conference on Advanced Video and Signal Based Surveillance (AVSS), pp. 201-206, September 2005 (IEEE Xplore, TR2006-018)

Porikli, F.; Tuzel, O., "Multi-Kernel Object Tracking", IEEE International Conference on Multimedia and Expo (ICME), pp. 1234-1237, July 2005 (IEEE Xplore, TR2005-122)

Tuzel, O.; Porikli, F.; Meer, P., "A Bayesian Approach to Background Modeling", IEEE Workshop on Machine Vision for Intelligent Vehicles (MVIV), ISSN: 1063-6919, Vol. 3, pp. 58, June 2005 (IEEE Xplore, TR2005-033)

*   Porikli, F., "Integral Histogram: A Fast Way to Extract Higtograms in Cartesian Spaces", IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), ISSN: 1063-6919, Vol. 1, pp. 829-836, June 2005 (IEEE Xplore, TR2005-057)

Porikli, F.; Shao, J.; Maehara, H., "Heli-Tele: Road Extraction from Helicopter Video", IAPR Conference on Machine Vision Applicaitons (MVA), May 2005 (MVA 2005, TR2005-041)

Porikli, F., "Ambiguity Detection by Fusion and Conformity: A Spectral Clustering Approach", IEEE International Conference Integration of Knowledge Intensive Multi-Agent Systems (KIMAS), pp. 366-372, April 2005 (IEEE Xplore, TR2005-035)

Porikli, F.; Wren, C.R., "Change Detection by Frequency Decomposition: Wave-Back", Workshop on Image Analysis for Multimedia Interactive Services, April 2005 (WIAMIS 2005, TR2005-034)

Porikli, F.; Tuzel, O., "Object Tracking in Low-Frame-Rate Video", SPIE Image and Video Communications and Processing, Vol. 5685, pp. 72-79, March 2005 (SPIE Publications, TR2005-013)

Porikli, F., "Computationally Efficient Histogram Extraction for Rectangular Image Regions", SPIE Real-Time Imaging IX, Vol. 5671, pp. 36-43, February 2005 (SPIE Proceedings, TR2005-014)

Wren, C.R.; Porikli, F., "Waviz: Spectral Similarity for Object Detection", IEEE International Workshop on Performance Evaluation of Tracking & Surveillance, January 2005 (PETS 2005, TR2005-004)

Porikli, F., "Multiplicative Background-Foreground Estimation Under Uncontrolled Illumination using Intrinsic Images", IEEE Computer Society Workshop on Motion and Video Computing, January 2005 (IEEE MOTION 2005, TR2005-012)

Li, X.; Porikli, F.M., "A Hidden Markov Model Framework for Traffic Event Detection Using Video Features", IEEE International Conference on Image Processing (ICIP), ISSN: 1522-4880, Vol. 5, pp. 2901-2904, October 2004 (IEEE Xplore, TR2004-130)

Porikli, F.M., "Nonlinear Warping Function Recovery by Scan-Line Search Using Dynamic Programming", IEEE International Conference on Image Processing (ICIP), ISSN: 1522-4880, Vol. 3, pp. 1807-1810, October 2004 (IEEE Xplore, TR2004-031)

Porikli, F.M., "Clustering Variable Length Sequences by Eigenvector Decomposition Using Hmm", International Workshop on Structural and Syntactic Pattern Recognition, ISSN: 0307-9743, Vol 3138/2004, pp. 352, August 2004 (Lecture Notes in Computer Science, TR2004-085)

Porikli, F.M.; Haga, T., "Event Detection by Eigenvector Decomposition Using Object and Frame Features", Conference on Computer Vision and Pattern Recognition (CVPRW), ISBN: 1063-6919, ISSN: 0-7695-2158-4-07, Vol. 7, pp. 114, June 2004 (IEEE Computer Society, TR2004-029)

Porikli, F.M.; Li. X., "Traffic Congestion Estimation Using HMM Models Without Vehicle Tracking", IEEE Intelligent Vehicles Symposium (IV), pp. 188-193, June 2004 (IEEE Xplore, TR2004-019)

Porikli, F.M., "Trajectory Distance Metric Using Hidden Markov Model Based Representation", European Conference on Computer Vision (ECCV), May 2004 (TR2004-030)

Porikli, F.M., "Trajectory Pattern Detection by HMM Parameter Space features and Eigenvector Clustering", European Conference on Computer Vision (ECCV), May 2004 (TR2004-032)

Porikli, F.M., "Real-time Video Object Segmentation for MPEG-encoded Video Sequences", SPIE Conference on Real-Time Imagining VIII, Vol. 5297, pp. 195-203, May 2004 (TR2004-011)

Porikli, F.M., "Automatic Image Segmentation by Wave Propagation", SPIE Conference on Image Processing: Algorithms and Systems III, Vol. 5298, pp. 536-543, May 2004 (TR2004-010)

Porikli, F.M.; Wang, Y., "Automatic Video Object Segmentation Using Volume Growing and Hierarchical Clustering", EURASIP Journal on Applied Signal Processing, ISSN: 1536-1276, Vol. 3, Issue 2, pp. 442-453, March 2004 (IEEE Xplore, TR2004-012)

Porikli, F.M., "Automatic Image Segmentation by Solving Eikonal Equation Based on Gaussian Mixture Models", IS&T / SPIE Symposium on Electronic Imaging: Science & Technology, January 2004 (IS&T SPIE Symposium on Electronic Imaging 2004, TR2004-010)

Porikli, F.M., "Road Extraction by Point-wise Gaussian Models", SPIE Algorithms and Technologies for Multispectral, Hyperspectral and Ultraspectral Imagery IX, Vol. 5093, pp. 758-764, September 2003 (SPIE Proceedings, TR2003-059)

Porikli, F.M., "Inter-Camera Color Calibration by Cross-Correlation Model Function", IEEE International Conference on Image Processing (ICIP), Vol. 2, pp. 133-136, September 2003 (IEEE Xplore, TR2003-103)

Porikli, F.M.; Divakaran, A., "Multi-Camera Calibration, Object Tracking and Query Generation", IEEE International Conference on Multimedia and Expo (ICME), Vol. 1, pp. 653-656, July 2003 (IEEE Xplore, TR2003-100)

Porikli, F.M.; Tuzel, O., "Fast Object Tracking by Adaptive Background Models and Mean-Shift Analysis", International Conference On Computer Vision Systems (ICVS), April 2003 (ICVS 2003)

Porikli, F.M., "Human Body Tracking by Adaptive Background Models and Mean-Shift Analysis", IEEE International Workshop on Performance Evaluation of Tracking and Surveillance, March 2003 (PETS-ICVS 2003, TR2003-036)

Porikli, F.M., "Sensitivity Characteristics of Cross-Correlation Distance Metric and Model Function", The John Hopkins University Conference on Information Sciences and Systems (CISS), March 2003 (CISS 2003, TR2003-146)

Porikli, F.M., "Automatic Threshold Determination of Centroid-Linkage Region Growing by MPEG-7 Dominant Color Descriptors", IEEE International Conference on Image Processing (ICIP), ISSN: 1522-4880, Vol. 1, pp. 793-796, September 2002 (IEEE Xplore)

Porikli, F.M.; Wang, Y., "Constrained Video Object Segmentation by Color Masks and MPEG-7 Descriptors", IEEE International Conference on Multimedia and Expo (ICME), Vol. 1, pp. 441-444, August 2002 (IEEE Xplore)

Porikli, F.M.; Sahinoglu, Z., "An Online Renegotiation-Based Bandwidth Management with Circuit Assignment for VBR Traffic in Communications Networks", World Multi-Conference on Systemics, Cybernetics and Informatics (ISAS-SCI), July 2002

Porikli, F.M., "Image Simplification by Robust Estimator Based Reconstruction Filter", International Symposium on Computer and Information Sciences (ISCIS), November 2001 (ISCIS 2001)

Porikli, F.M., "Video Object Segmentation by Volume Growing Using Feature-Based Motion Estimator", International Symposium on Computer and Information Sciences (ISCIS), November 2001 (ISCIS 2001)

Porikli, F.M.; Sahinoglu, Z., "Dynamic Bandwidth Allocation with Optimal Number of Renegotiations in ATM Networks", International Conference on Computer Communications and Networks, pp. 290-295, October 2001 (IEEE Xplore)

Porikli, F.M.; Wang, Y., "An Unsupervised Multi-Resolution Object Extraction Algorithm Using Video-Cubes", IEEE International Conference on Image Processing (ICIP), October 2001 (ICIP 2001)

Porikli, F.M., "Accurate Detection of Edge Orientation for Color and Multi-Spectral Imagery", IEEE International Conference on Image Processing (ICIP), October 2001 (ICIP 2001)

Porikli, F.M., "Object Segmentation of Color Video Sequences", International Conference on Computer Analysis of Images and Pattern (CAIP) , LNCS 2124, pps 610, September 2001 (Springer)