CVer Learns ML.

I am Shicai, interested in Computer Vision, Pattern Recognition, Machine Learning and Web Design. @Southeast University, Nanjing 211189, PR China

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ECCV 2012 (http://eccv2012.unifi.it/program/tutorials/)

Vision Applications on Mobile using OpenCV
Gary Bradski (Industrial Perception), Victor Eruhimov (Itseez), Vadim Pisarevsky (Itseez)
http://opencv.org/eccv2012.html
http://eccv2012.unifi.it/program/tutorials/vision-applications-on-mobile-using-opencv/
http://techtalks.tv/talks/vision-applications-on-mobile-using-opencv/56255/

Internet Video Search
Cees G.M. Snoek (UAmsterdam), Arnold W.M. Smeulders (CWI, NL)
http://tutorials.ceessnoek.info/
http://tutorials.ceessnoek.info/Lecture%201%20Florence.pdf
http://tutorials.ceessnoek.info/Lecture%202%20Florence.pdf
http://tutorials.ceessnoek.info/Lecture%203%20Florence.pdf

Modern features: advances, applications, and software
Andrea Vedaldi (Oxford), Jiri Matas (CTU Prague), Krystian Mikolajczyk (U Surrey), Tinne Tuytelaars (), Cordelia Schmid (INRIA), Andrew Zisserman (Oxford)
https://sites.google.com/site/eccv12features/
https://sites.google.com/site/eccv12features/slides/modern-features-part-0-intro.pdf?attredirects=0&d=1
https://sites.google.com/site/eccv12features/slides/modern-features-part-1-detectors.pdf?attredirects=0&d=1
https://sites.google.com/site/eccv12features/slides/modern-features-part-2-descriptors.pdf?attredirects=0&d=1
https://sites.google.com/site/eccv12features/slides/modern-features-part-3-4-software-evaluation.pdf?attredirects=0&d=1

Multi-View Geometry and Computational Photography using Non-Classical Cameras
Srikumar Ramalingam, Amit Agrawal (MERL)
http://www.umiacs.umd.edu/~aagrawal/ECCV12Tutorial/index.html
http://www.umiacs.umd.edu/~aagrawal/ECCV12Tutorial/ECCV12Tutorial_Intro_Part1.pdf
http://www.umiacs.umd.edu/~aagrawal/ECCV12Tutorial/ECCV12Tutorial_Modeling_Part2.pdf
http://www.umiacs.umd.edu/~aagrawal/ECCV12Tutorial/ECCV12Tutorial_Generic_Part3.pdf
http://www.umiacs.umd.edu/~aagrawal/ECCV12Tutorial/ECCV12Tutorial_Synthesis_Part4.pdf
http://www.umiacs.umd.edu/~aagrawal/ECCV12Tutorial/ECCV12Tutorial_Future_Part5.pdf

Sparse and Low-Rank Representation for Computer Vision — Theory, Algorithms, and Applications
Yi Ma (MS Research), John Wright (Columbia), Allen Y. Yang (UC Berkeley)
http://www.eecs.berkeley.edu/~yang/courses/ECCV2012/index.htm
http://www.eecs.berkeley.edu/~yang/courses/ECCV2012/ECCV12-lecture1.pdf
http://www.eecs.berkeley.edu/~yang/courses/ECCV2012/ECCV12-lecture2.pdf
http://www.eecs.berkeley.edu/~yang/courses/ECCV2012/ECCV12-lecture3.pdf

Additive Kernels and Explicit Embeddings for Large Scale Computer Vision Problems
Jianxin Wu (NTU, Singapore), Andrea Vedaldi (Oxford), Subhransu Maji (TTIC), Florent Perronnin (Xerox)
https://sites.google.com/site/additivekerneltutorial/
https://sites.google.com/site/additivekerneltutorial/home/part1/ECCV2012_Tutorial.pdf?attredirects=0
https://sites.google.com/site/additivekerneltutorial/home/part2/vedaldi12eccv-feature-map-tutorial.pdf?attredirects=0&d=1
https://sites.google.com/site/additivekerneltutorial/home/part3/additive-classifier-tutorial-part3-eccv2012.pdf?attredirects=0&d=1
https://sites.google.com/site/additivekerneltutorial/home/part4/eccv12-tutorial-fv.pdf?attredirects=0&d=1

Using MATLAB for Computer Vision: Computer Vision System Toolbox and More
Bruce Tannenbaum, Dima Lisin, Witek Jachimczyk (MathWorks)
http://eccv2012.unifi.it/program/tutorials/using-matlab-for-computer-vision-computer-vision-system-toolbox-and-more/
file not found

Similarity-Based Pattern Analysis and Recognition
Edwin R. Hancock (U York), Vittorio Murino (IIT, Italy), Marcello Pelillo (U Venice), Richard Wilson (U York)
http://simbad-fp7.eu/tutorialECCV2012.html
http://simbad-fp7.eu/images/tutorial/01-ECCV2012Tutorial.pdf
http://simbad-fp7.eu/images/tutorial/02-ECCV2012Tutorial.pdf
http://simbad-fp7.eu/images/tutorial/03-ECCV2012Tutorial.pdf
http://simbad-fp7.eu/images/tutorial/04-ECCV2012Tutorial.pdf
http://simbad-fp7.eu/images/tutorial/05-ECCV2012Tutorial.pdf

 

ECCV 2010 (http://www.ics.forth.gr/eccv2010/tutorials.php)

Variational Methods for Computer Vision
Daniel Cremers (TU Munchen), Thomas Pock (Graz UT), Bastian Goldücke (TU Munchen)
http://vision.in.tum.de/tutorials/eccv2010
http://vision.in.tum.de/old/tutorials/eccv2010/vmcv_eccv2010.zip

Computer Vision and 3D Perception for Robotics
Radu Bogdan Rusu, Gary Bradski, Caroline Pantofaru (Willow Garage), Stefan Hinterstoisser, Stefan Holzer (TU Munchen), Kurt Konolige (Willow Garage), Andrea Vedaldi (Oxford)
http://www.ros.org/workshops/eccv/2010/Bradski.pptx
http://www.ros.org/workshops/eccv/2010/Rusu.tgz
http://www.ros.org/workshops/eccv/2010/Konolige.pptx
http://www.ros.org/workshops/eccv/2010/Pantofaru.tgz
http://www.ros.org/workshops/eccv/2010/Vedaldi.pdf
http://www.ros.org/workshops/eccv/2010/Hinterstoisser.tgz
http://www.ros.org/workshops/eccv/2010/Holzer.pptx

Computationational Symmetry: Past, Current, Future
Yanxi Liu (PSU)
http://vision.cse.psu.edu/research/symmComp/index.shtml
http://vision.cse.psu.edu/research/symmetryCompetition/index.shtml
http://dl.dropbox.com/u/6470988/0600000008-Liu.pdf

Diffusion Geometry in Shape Analysis
Michael Bronstein (Technion), Radu Horaud (INRIA)
http://tosca.cs.technion.ac.il/book/course_eccv10.html
https://docs.google.com/uc?export=download&id=0BzD4wZ1l3sTjOGU3MjNiOGQtZmFiYi00MmVjLWE5NWEtYjhhNGE5NWJhYzQw
https://docs.google.com/fileview?id=0B-aDWjDc-gnnNGMxOTYzNzUtMTY4OC00ZGU2LTllNTctOTc0M2Q2YjIzNDkx&hl=en&authkey=CODkxsQB

Feature Learning for Image Classification
Kai Yu (NEC Labs), Andrew Ng (Stanford)
http://ufldl.stanford.edu/eccv10-tutorial/
http://ufldl.stanford.edu/eccv10-tutorial/eccv10_tutorial_part0.ppt
http://ufldl.stanford.edu/eccv10-tutorial/eccv10_tutorial_part1.ppt
http://ufldl.stanford.edu/eccv10-tutorial/eccv10_tutorial_part2.ppt
http://ufldl.stanford.edu/eccv10-tutorial/eccv10_tutorial_part3.ppt
http://ufldl.stanford.edu/eccv10-tutorial/eccv10_tutorial_part4.ppt

Statistical and Structural Recognition of Human Actions
Ivan Laptev (INRIA/ENS), Greg Mori (Simon Fraser University)
https://sites.google.com/site/humanactionstutorialeccv10/
http://www.di.ens.fr/willow/events/eccv2010tutorial/eccv10actions-part1.pdf
http://www.cs.sfu.ca/~mori/courses/eccv10/mori-structural.pdf

Distance Functions and Metric Learning
Michael Werman, Ofir Pele (Hebrew University of Jerusalem), Brian Kulis (UC Berkeley)
http://www.cs.huji.ac.il/~ofirpele/DFML_ECCV2010_tutorial/
http://www.cs.huji.ac.il/~ofirpele/DFML_ECCV2010_tutorial/DFML_ECCV2010_tutorial_part_1_v3.pdf
http://www.cs.huji.ac.il/~ofirpele/DFML_ECCV2010_tutorial/DFML_ECCV2010_tutorial_part_2.pdf

Nonrigid Structure from Motion
Yaser Sheikh (CMU), Sohaib Khan (Lahore University of Management Sciences)
http://www.cs.cmu.edu/~yaser/ECCV2010Tutorial.html
http://www.cs.cmu.edu/~yaser/TutorialSlides-Integrated-small.pdf

 

ECCV 2008 (http://eccv2008.inrialpes.fr/tutorials.html)

Mesh processing
Bruno Levy (INRIA)
http://alice.loria.fr/WIKI/index.php/Graphite/MeshProcessing
http://alice.loria.fr/WIKI/uploads/Graphite/01_Introduction.ppt
http://alice.loria.fr/WIKI/uploads/Graphite/02_Parameterization.ppt
http://alice.loria.fr/WIKI/uploads/Graphite/03_DEC.ppt
http://alice.loria.fr/WIKI/uploads/Graphite/04_spectral.ppt
http://alice.loria.fr/WIKI/uploads/Graphite/05_Numerics.ppt

Supervised learning for computer vision: theory and algorithms
Francis Bach (INRIA - ENS), Jean-Yves Audibert (ENPC)
http://www.di.ens.fr/~fbach/eccv08_intro.pdf
http://www.di.ens.fr/~fbach/eccv08_audibert.pdf
http://www.di.ens.fr/~fbach/eccv08_fbach.pdf

Combinatorial Calculus in Computer Vision: Formulating and Solving Continuous PDEs on Graphs
Leo Grady (Siemens), Sebastien Bougleux (U Caen)
http://www.cns.bu.edu/~lgrady/Short_Course_ECCV08.html
http://www.cns.bu.edu/~lgrady/ECCV08_tutorial_grady_bougleux.zip

Visual attention: biology, computational models, and applications
John K. Tsotsos, Neil Bruce, Albert L. Rothenstein (York University)
http://www.cse.yorku.ca/~albertlr/web/Alberts_Homepage/Courses.html
file link corrupted, see a similar one:
http://www.cse.yorku.ca/~tsotsos/Selective_Tuning/Tutorial.html
http://www.cse.yorku.ca/~tsotsos/Visual-Attention2.ppt
http://www.cse.yorku.ca/~tsotsos/Selective-Tuning2.ppt

Motion Capture in Practice
Andrew J. Stoddart (Vicon), Steve Caulkin (Image Metrics), Clement Menier (4D View Solutions), Steve Sullivan (Lucasfilm/Industrial Light & Magic)
https://sites.google.com/site/mocaptutorial/
file not found

Theory and Methods of Radiance Photography
Todor Georgiev (Adobe), Andrew Lumsdaine (Indiana University)
http://www.tgeorTheory and Methods of Radiance Photographygiev.net/ECCV/
http://www.tgeorgiev.net/CVPR/CVPR_Tutorial.pdf
http://www.tgeorgiev.net/CVPR/Supplemental.pdf

MAP Estimation Algorithms in Computer Vision
Pawan Mudigonda (Oxford), Pushmeet Kohli (MS Research)
http://www.robots.ox.ac.uk/~pawan/eccv08_tutorial/index.html
http://www.robots.ox.ac.uk/~pawan/eccv08_tutorial/Tutorial_Part1.ppt
http://www.robots.ox.ac.uk/~pawan/eccv08_tutorial/Tutorial_Part2.ppt

Biological Vision : A Source of Insights for Computer Science
Simon Thorpe (CNRS)
http://www.cerco.ups-tlse.fr/~BiologicalVision/
http://www.cerco.ups-tlse.fr/~BiologicalVision/index_fichiers/ECCVTutorialThorpe2008.pdf

 

ECCV 2006 (http://eccv2006.tugraz.at/tutorials.html)

Component Analysis for Computer Vision
Fernando De la Torre (CMU)
http://www.salleURL.edu/~ftorre/last.pdf
http://www.salleURL.edu/~ftorre/part1.pdf
http://www.salleURL.edu/~ftorre/bibliography.pdf

General Imaging Design, Calibration and Applications
Srikumar Ramalingam (INRIA/UCSC), Peter Sturm (INRIA), Rahul Swaminathan (TU Berlin)
http://www.deutsche-telekom-laboratories.de/~srahul/ECCV_Tutorial_2006/
http://www.deutsche-telekom-laboratories.de/~srahul/ECCV_Tutorial_2006/Final_TutorialHandout_ECCV2006.pdf

Local Invariant Features: What? Why? When? How?
Tinne Tuytelaars (KU Leuven)
http://homes.esat.kuleuven.be/~tuytelaa/ECCV06tutorial.html
http://homes.esat.kuleuven.be/~tuytelaa/tutorial-ECCV06.pdf
http://homes.esat.kuleuven.be/~tuytelaa/survey_inv_features.pdf
and also see a journal version:
http://homes.esat.kuleuven.be/~tuytelaa/FT_survey_interestpoints08.pdf

Continuous Optimization Methods in Computer Vision
Fredrik Kahl (Lund University), Richard Hartley (ANU)
http://users.rsise.anu.edu.au/~hartley/Papers/ECCV-2006/eccv-optimization.ppt
http://users.rsise.anu.edu.au/~hartley/Papers/ECCV-2006/tutorial2.ppt

Graph Cuts versus Level Sets
Yuri Boykov (U Western Ontario), Daniel Cremers (Bonn U), Vladimir Kolmogorov (University College London)
http://www.csd.uwo.ca/faculty/yuri/Abstracts/eccv06-tutorial.html
http://www.csd.uwo.ca/faculty/yuri/Presentations/ECCV06_tutorial_partI_yuri.pdf
http://www.csd.uwo.ca/faculty/yuri/Presentations/ECCV06_tutorial_partII_dan.pdf
http://www.csd.uwo.ca/faculty/yuri/Presentations/ECCV06_tutorial_partIIIa_vnk.pdf
http://www.csd.uwo.ca/faculty/yuri/Presentations/ECCV06_tutorial_partIIIb_yuri.pdf
http://www.csd.uwo.ca/faculty/yuri/Presentations/ECCV06_tutorial_partIV_vnk.pdf

 

ECCV 2004 (http://cmp.felk.cvut.cz/eccv2004/)

Machine Learning Techniques for Computer Vision
Christopher M. Bishop (MS Research)
http://cmp.felk.cvut.cz/eccv2004/tutorials/eccv2004-t2.htm
http://www.ecse.rpi.edu/~qji/BNs/Bishop_bn.ppt
http://www.csie.ntu.edu.tw/~mhyang/course/u0030/lectures/Bishop-ECCV-04-tutorial-B.pdf

Camera-Based Techniques for Building Large-Area Multi-Projector Displays
Aditi Majumder (UNC), Michael S. Brown (HKUST)
http://cmp.felk.cvut.cz/eccv2004/tutorials/eccv2004-t5.htm
file link not found

Statistics in Projective Geometry       
Wolfgang Förstner (Bonn U)
http://cmp.felk.cvut.cz/eccv2004/tutorials/eccv2004-t1.htm

Discrete Optimization Methods in Computer Vision
Yuri Boykov (U Western Ontario), Phil Torr (Oxford Brookes), Ramin Zabih (Cornell)
http://cms.brookes.ac.uk/staff/PhilipTorr/
http://cms.brookes.ac.uk/staff/PhilipTorr/Powerpoint/ECCV-04-PHST2.zip

Face Recognition and Modeling
Wen-Yi Zhao (UMD), Thomas Vetter, Sami Romdhani (U Basel)
http://cmp.felk.cvut.cz/eccv2004/tutorials/eccv2004-t4.htm
file not found

 

ECCV 2002 (http://www.it-c.dk/events/eccv02/)
most of the links bebow are corrupted

Discrete and continuous Wavelets in Image Processing Applications
Kameswara Rao Namuduri, USA
http://ctsps.cau.edu/kamesh/Wavelets-Tutorial.htm

Learning-Based Detection, Segmentation and Matching of Objects
Nicolae Duta and Anil K.Jain, USA
http://www.cse.msu.edu/~dutanico/ECCV/eccv_tut.html
see another link:
http://link.springer.com/chapter/10.1007%2F3-540-44732-6_45

Object Recognition
Mohammed Bennamoun, Australia
http://www.eese.bee.qut.edu.au/people/bennamou/ECCV2002.html

From MPEG-4 to MPEG-7 Evolution of MPEG (Visual) Standards
Kameswara Rao Namuduri, USA
http://ctsps.cau.edu/kamesh/MPEG-Tutorial.htm

Subspace Methods for Visual Learning and Recognition
Horst Bischof and Ales Leonardis, Austria
http://www.icg.tu-graz.ac.at/~bischof/eccv-tut
a short version:
http://www.cc.gatech.edu/~hic/8803-Fall-09/slides/SubSpace-Learning.pdf

Multifractal Methods in Image Processing
Jacques Levy-Vehel, France
http://www-rocq.inria.fr/fractales/Demo/site-eccv2002.html

Empirical Design Methologies for the Construction of Vision Systems
Neil Thacker, Tony Lacey and Patrick Courtney, United Kingdom
http://www.tina-vision.net

Dynamical Systems in Computer Vision
Bart de Moor, Giorgio Picci, Stefano Soatto and Alessandro Chiuso, Italy

posted on 2014-03-02 18:00  Shicai Yang  阅读(860)  评论(0编辑  收藏  举报