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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CVPR 2013 (http://www.pamitc.org/cvpr13/tutorials.php)

Foundations of Spatial Spectroscopy
James Coggins (ViaSat)
https://sites.google.com/site/spatialspectroscopy/
pdf file not found, see talk videos here:
http://techtalks.tv/events/315/599/

Large-scale visual recognition
Florent Perronnin (XEROX), Zaid Harchaoui (INRIA), Herve Jegou (INRIA)
https://sites.google.com/site/lsvr13/
https://sites.google.com/site/lsvr13/home/part-i-features-for-large-scale-visual-recognition/lsvr13_perronnin_features.pdf?attredirects=0&d=1
https://sites.google.com/site/lsvr13/home/part-ii-efficient-matching/Efficient-matching.pdf?attredirects=0&d=1
https://sites.google.com/site/lsvr13/home/part-iii-large-scale-geometry/lsvr13-chum-slides.pdf?attredirects=0&d=1
https://sites.google.com/site/lsvr13/home/part-iv-large-scale-machine-learning/harch_cvml13.pdf?attredirects=0&d=1
https://sites.google.com/site/lsvr13/home/part-v-feature-maps-for-large-scale-non-linear-learning/vedaldi13cvpr-tutorial-feature-maps-v2.pdf?attredirects=0&d=1
https://sites.google.com/site/lsvr13/home/part-vi-large-scale-feature-learning/ranzato_cvpr13.pdf?attredirects=0&d=1

Towards Solving Real-World Vision Problems with RGB-D Cameras
Xiaofeng Ren (Amazon), Pushmeet Kohli (MS Research), Jürgen Gall (MPI)
http://files.is.tue.mpg.de/jgall/tutorials/visionRGBD13.html
http://files.is.tue.mpg.de/jgall/tutorials/slides/CVPR2013_tutorial_pkohli.pptx
http://files.is.tue.mpg.de/jgall/tutorials/slides/CVPR_Depth_Cameras_Tutorial-Depth_You_and_the_World.pdf
http://files.is.tue.mpg.de/jgall/tutorials/slides/tutorial_bo.pptx
http://files.is.tue.mpg.de/jgall/tutorials/slides/tutorial_cvpr13_face.pptx
http://files.is.tue.mpg.de/jgall/tutorials/slides/tutorial_cvpr13_action.pptx
http://files.is.tue.mpg.de/jgall/tutorials/slides/2013-06-23_CVPR_K4W.pptx
http://files.is.tue.mpg.de/jgall/tutorials/slides/2013-06-23_CVPR_K4W.pdf
http://files.is.tue.mpg.de/jgall/tutorials/slides/PCSDK-CVPR.pptx

Visual Learning with Weak Supervision
Matthew Blaschko, M. Pawan Kumar (ECP),  Ben Taskar (U Washington)
http://www.centrale-ponts.fr/tutorials/cvpr2013/
http://www.centrale-ponts.fr/tutorials/cvpr2013/slides/CVPR2013Tutorial-Part1.pdf
http://www.centrale-ponts.fr/tutorials/cvpr2013/slides/CVPR2013Tutorial-Part2.pdf
http://www.centrale-ponts.fr/tutorials/cvpr2013/slides/CVPR2013Tutorial-Part3.pdf

Easy Computer Vision (hands-on course to new collection of CV tools)
Mathias Kölsch (Naval Postgraduate School)
http://movesinstitute.org/~kolsch/CVAC/tutorial.html
pdf file not found, see taik video here:
http://techtalks.tv/talks/easy-computer-vision-hands-on-course-to-new-collection-of-cv-tools-part-ii/58583/

A Crash Course on Visual Saliency Modeling: Behavioral Findings and Computational Models
Ali Borji (USC), Simone Frintrop (U Bonn), Laurent Itti (USC)
http://ilab.usc.edu/borji/cvpr2013/
http://ilab.usc.edu/borji/cvpr2013/BasicsNew.pdf
http://ilab.usc.edu/borji/cvpr2013/top-down.pdf
http://ilab.usc.edu/borji/cvpr2013/InfotheBayesF.pdf
http://ilab.usc.edu/borji/cvpr2013/SalApplicationsF.pdf
http://ilab.usc.edu/borji/cvpr2013/sparsity.pptx
http://ilab.usc.edu/borji/cvpr2013/AttentionApplicationsInRobotics.pdf
http://ilab.usc.edu/borji/cvpr2013/3DObjectDiscovery.pdf
http://ilab.usc.edu/borji/cvpr2013/benchmark2.pdf
http://ilab.usc.edu/borji/cvpr2013/benchmark.pptx

Attributes
Devi Parikh (Virginia Tech), Ali Farhadi (u Washington), Kristen Grauman (UT Austin), Tamara Berg (UNC), Abhinav Gupta (CMU)
https://filebox.ece.vt.edu/~parikh/attributes/
https://filebox.ece.vt.edu/~parikh/attributes/1_attributes_intro_parikh.pptx
https://filebox.ece.vt.edu/~parikh/attributes/2_attributes_offline_uses_grauman.pptx
https://filebox.ece.vt.edu/~parikh/attributes/3_attributes_offline_uses_gupta.pptx
https://filebox.ece.vt.edu/~parikh/attributes/4_attributes_online_uses_grauman.pptx
https://filebox.ece.vt.edu/~parikh/attributes/5_attributes_features_farhadi.pptx
https://filebox.ece.vt.edu/~parikh/attributes/6_attributes_features_berg.pptx
https://filebox.ece.vt.edu/~parikh/attributes/7_attributes_features_grauman.pptx
https://filebox.ece.vt.edu/~parikh/attributes/8_attributes_description_berg.pptx
https://filebox.ece.vt.edu/~parikh/attributes/9_attributes_description_farhadi.pptx
https://filebox.ece.vt.edu/~parikh/attributes/10_attributes_vocabulary_farhadi.pptx
https://filebox.ece.vt.edu/~parikh/attributes/11_attributes_discussion_parikh.pptx

Beyond MAP: Making Multiple Predictions: Diversity, DPPs and more
Dhruv Batra (Virginia Tech), Alex Kulesza (UMich), Deva Ramanan (UCI)
https://filebox.ece.vt.edu/~dbatra/cvpr13diversitytutorial/
https://filebox.ece.vt.edu/~dbatra/cvpr13diversitytutorial/slides/01_intro_dhruv_batra.pdf
https://filebox.ece.vt.edu/~dbatra/cvpr13diversitytutorial/slides/02_MBestTutorial_dennis_park.pdf
https://filebox.ece.vt.edu/~dbatra/cvpr13diversitytutorial/slides/03_divmbest_dhruv_batra.pdf
https://filebox.ece.vt.edu/~dbatra/cvpr13diversitytutorial/slides/04_sampling_deva_ramanan.pdf
https://filebox.ece.vt.edu/~dbatra/cvpr13diversitytutorial/slides/05_dpp_tut_cvpr_alex_kulesza.pdf
https://filebox.ece.vt.edu/~dbatra/cvpr13diversitytutorial/slides/06_closing_remarks_dhruv_batra.pdf

3D Reconstruction of "Invisibles" (specular, transparent objects, etc.)
Jingyi Yu (U Delaware)
http://www.eecis.udel.edu/~yu/CVPR2013_Tutorial/
pdf file not found

 

CVPR 2012 (https://sites.google.com/a/cvpr2012.org/home/program-details/tutorials)

All you want to know about Gaussian Processes
Raquel Urtasun (TTIC), Neil Lawrence (U Sheffield)
http://ttic.uchicago.edu/~rurtasun/tutorials/GP_tutorial.html
http://ttic.uchicago.edu/~rurtasun/tutorials/gp_cvpr12_session1.pdf
http://ttic.uchicago.edu/~rurtasun/tutorials/raquel_session1.pdf
http://ttic.uchicago.edu/~rurtasun/tutorials/raquel_pca.pdf
http://ttic.uchicago.edu/~rurtasun/tutorials/gp_cvpr12_session2.pdf
http://ttic.uchicago.edu/~rurtasun/tutorials/raquel_gplvm.pdf
http://ttic.uchicago.edu/~rurtasun/tutorials/raquel_gplvm_applications.pdf

Stochastic Image Grammars for Object, Scene and Event Understanding
Song-Chun Zhu (UCLA), Ales Leonardis (U Ljubljana), and Sinisa Todorovic (Oregon State)
http://vcla.stat.ucla.edu/sig12/program.html
http://vcla.stat.ucla.edu/sig12/file/Lect_1_Zhu_Introduction_and_history.pdf
http://vcla.stat.ucla.edu/sig12/file/Lect_2_Zhu_Spatial_AoG.pdf
http://vcla.stat.ucla.edu/sig12/file/Lect_3_Todorovic_Inference_SIG.pdf
http://vcla.stat.ucla.edu/sig12/file/Lect_4_Todorovic_Inside_Outside_Algorithm.pdf
http://vcla.stat.ucla.edu/sig12/file/Lect_5_Leonardis_Object.pdf
http://vcla.stat.ucla.edu/sig12/file/Lect_6_Temporal_AoG.pdf
http://vcla.stat.ucla.edu/sig12/file/Lect_7_Scheduling-CostSensitive.pdf
http://vcla.stat.ucla.edu/sig12/file/Lect_8_Zhu_C-AoG_causality_shortened.pdf
http://vcla.stat.ucla.edu/sig12/file/Lect_9_logic.pdf
http://vcla.stat.ucla.edu/sig12/file/Lect_10_Zhu_Learning_AoG_shortened.pdf

Large-Scale Visual Recognition
Florent Perronnin (XEROX), Hervé Jégou (INRIA)
http://www.xrce.xerox.com/Research-Development/Document-Content-Laboratory/Computer-Vision/CVPR-2012-tutorial-Large-Scale-Visual-Recognition
http://people.rennes.inria.fr/Herve.Jegou/courses/2012_cpvr_tutorial/
http://people.rennes.inria.fr/Herve.Jegou/courses/2012_cpvr_tutorial/1-introduction.pptx.pdf
http://people.rennes.inria.fr/Herve.Jegou/courses/2012_cpvr_tutorial/2-imagedescription.ppt.pdf
http://people.rennes.inria.fr/Herve.Jegou/courses/2012_cpvr_tutorial/3-bagofwords.ppt.pdf
http://people.rennes.inria.fr/Herve.Jegou/courses/2012_cpvr_tutorial/4-new-patch-agggregation.pptx.pdf
http://people.rennes.inria.fr/Herve.Jegou/courses/2012_cpvr_tutorial/5-efficient-matching.ppt.pdf
http://people.rennes.inria.fr/Herve.Jegou/courses/2012_cpvr_tutorial/6-large-scale-learning.pptx.pdf
http://people.rennes.inria.fr/Herve.Jegou/courses/2012_cpvr_tutorial/7-conclusion.pptx.pdf

Domain Transfer Learning for Vision Applications
Dong Xu (NTU, Singapore), Kate Saenko (UC Bekerly), Ivor Tsang (NTU, Singapore)
http://vc.sce.ntu.edu.sg/index_files/transferlearning.html
http://c2inet.sce.ntu.edu.sg/ivor/DTL1.pdf
http://www1.icsi.berkeley.edu/~saenko/saenko_cvpr12tutorial.pdf
http://vc.sce.ntu.edu.sg/index_files/Tutorial(PartII)-Dong.pdf

Compressive Sensing for Videos
Ashok Veeraraghavan et al. (Rice)
http://www.ece.rice.edu/~as48/VideoCS2012Tutorial/
http://www.ece.rice.edu/~as48/VideoCS2012Tutorial/Part1.MG.pdf
http://www.ece.rice.edu/~as48/VideoCS2012Tutorial/Part2.ACS.pdf
http://www.ece.rice.edu/~as48/VideoCS2012Tutorial/Part3.AV.pdf
http://www.ece.rice.edu/~as48/VideoCS2012Tutorial/Part4.MG.pdf

Spatio-temporal and Higher-order Feature Learning
Roland Memisevic (MS Research)
http://learning.cs.toronto.edu/~rfm/multiview-feature-learning-cvpr/
http://learning.cs.toronto.edu/~rfm/multiview-feature-learning-cvpr/mvfl_part1.pdf
http://learning.cs.toronto.edu/~rfm/multiview-feature-learning-cvpr/mvfl_part2.pdf
http://learning.cs.toronto.edu/~rfm/multiview-feature-learning-cvpr/mvfl_part3.pdf
http://learning.cs.toronto.edu/~rfm/multiview-feature-learning-cvpr/mvfl_part4.pdf

Deep Learning Methods for Vision
Rob Fergus (NYU), Honglak Lee (UMich), Marc'Aurelio Ranzato (Google), Graham Taylor (Guelph), Ruslan Salakhutdinov (Google), Kai Yu (Baidu)
http://cs.nyu.edu/~fergus/tutorials/deep_learning_cvpr12/
http://cs.nyu.edu/~fergus/tutorials/deep_learning_cvpr12/fergus_dl_tutorial_final.pptx
http://cs.nyu.edu/~fergus/tutorials/deep_learning_cvpr12/cvpr12_tutorial_sparse_coding.ppt
http://cs.nyu.edu/~fergus/tutorials/deep_learning_cvpr12/tutorial_p2_nnets_ranzato_short.pdf
http://cs.nyu.edu/~fergus/tutorials/deep_learning_cvpr12/CVPR2012-Tutorial_lee.pdf
http://cs.nyu.edu/~fergus/tutorials/deep_learning_cvpr12/talk_CVPR.pdf
http://cs.nyu.edu/~fergus/tutorials/deep_learning_cvpr12/talk_CVPR.pdf
http://cs.nyu.edu/~fergus/tutorials/deep_learning_cvpr12/cvpr-tutorial-sequences.pdf

Using MATLAB for Computer Vision: Computer Vision System Toolbox and More
Dima Lisin, Witek Jachimczyk, Bruce Tannenbaum (Mathworks)
http://www.mathworks.cn/company/events/tradeshows/tradeshow66272.html
pdf file not found

Applied Bayesian Nonparametrics
Erik Sudderth (Brown)
http://cs.brown.edu/~sudderth/bnpCVPR12/index.html
http://cs.brown.edu/~sudderth/bnpCVPR12/slides/BNP1models.pdf
http://cs.brown.edu/~sudderth/bnpCVPR12/slides/BNP2hierarchy.pdf
http://cs.brown.edu/~sudderth/bnpCVPR12/slides/BNP3hdphmm.pdf
http://cs.brown.edu/~sudderth/bnpCVPR12/slides/BNP4hdphmt.pdf
http://cs.brown.edu/~sudderth/bnpCVPR12/slides/BNP5spatial.pdf
http://www.cs.brown.edu/courses/csci2950-p/

Vision Applications on Mobile Using OpenCV
Gary Bradski et al. (Industrial Perception)
https://sites.google.com/a/itseez.com/mobile-vision-with-opencv/
http://code.opencv.org/svn/gsoc2012/ios/trunk/doc/CVPR2012_OpenCV4IOS_Tutorial.pdf

Computer Vision on Rolling Shutter Cameras
Per-Erik Forssén, Johan Hedborg, Erik Ringaby (Linkoping U)
http://www.cvl.isy.liu.se/education/tutorials/rolling-shutter-tutorial
http://www.cvl.isy.liu.se/education/tutorials/rolling-shutter-tutorial/pdf/Intro30m.pdf
http://www.cvl.isy.liu.se/education/tutorials/rolling-shutter-tutorial/pdf/Geometry15m.pdf
http://www.cvl.isy.liu.se/education/tutorials/rolling-shutter-tutorial/pdf/Rectification_and_Stabilisation45m.pdf
http://www.cvl.isy.liu.se/education/tutorials/rolling-shutter-tutorial/pdf/Kinect15m.pdf
http://www.cvl.isy.liu.se/education/tutorials/rolling-shutter-tutorial/pdf/StructureFromMotionRS.pdf

Advanced 3D Image Processing with Point Cloud Library (PCL)
Radu B. Rusu et al. (Open Perception)
http://www.pointclouds.org/media/cvpr2012.html
http://www.pointclouds.org/assets/cvpr2012/PCL_Enhancements.pdf
http://www.pointclouds.org/assets/cvpr2012/Keypoints.pdf
http://www.pointclouds.org/assets/cvpr2012/2012-04-15-icra-kmcl.pdf
http://www.pointclouds.org/assets/cvpr2012/Kintinuous.pdf
http://www.pointclouds.org/assets/cvpr2012/PCL_Object_Detection_LINEMOD.pdf
http://www.pointclouds.org/assets/cvpr2012/pcl_goes_mobile.pdf

Python for MATLAB Users: Promoting Open Source Computer Vision Research
Matt Leotta, Amitha Perera, Eran Swears, Patrick Reynolds (Kitware), Yong Zhao, Varun Ganapathi (Google)
http://www.kitware.com/cvpr2012.html
http://code.google.com/p/python-for-matlab-users/
http://midas3.kitware.com/midas/community/9

Structured Prediction and Learning in Computer Vision
Sebastian Nowozin (MS Research), Christoph Lampert (IST Austria)
http://www.nowozin.net/sebastian/cvpr2012tutorial/
http://www.nowozin.net/sebastian/cvpr2012tutorial/slides/talk.pdf
http://www.nowozin.net/sebastian/cvpr2012tutorial/slides/talk-graphicalmodels.pdf
http://www.nowozin.net/sebastian/cvpr2012tutorial/slides/talk-inference.pdf
http://www.nowozin.net/sebastian/cvpr2012tutorial/slides/talk-crf.pdf
http://www.nowozin.net/sebastian/cvpr2012tutorial/slides/talk-ssvm.pdf
http://www.nowozin.net/sebastian/cvpr2012tutorial/slides/talk-prediction1.pdf
http://www.nowozin.net/sebastian/cvpr2012tutorial/slides/talk-prediction2.pdf

Looking at People
Thomas Moeslund (Aalborg U), Leonid Sigal (Disney), Adrian Hilton (Surrey U), Volker Krüger (Aalborg U)
http://www.vap.aau.dk/cvpr2012/pdf/Bobick.pdf
http://www.vap.aau.dk/cvpr2012/pdf/Chowdhury.pdf
http://www.vap.aau.dk/cvpr2012/pdf/Cohn.pdf
http://www.vap.aau.dk/cvpr2012/pdf/Fernando.pdf
http://www.vap.aau.dk/cvpr2012/pdf/Fleet.pdf
http://www.vap.aau.dk/cvpr2012/pdf/Gopalan.pdf
http://www.vap.aau.dk/cvpr2012/pdf/Liu.pdf
http://www.vap.aau.dk/cvpr2012/pdf/Ramanan.pdf
http://www.vap.aau.dk/cvpr2012/pdf/Trivedi.pdf

Differential Geometric Methods for Shape Analysis and Activity Recognition
Fatih Porikli (MERL), Anuj Srivastava (FSU), Pavan Turaga (ASU), Ashok Veeraraghavan (Rice)
http://stat.fsu.edu/~anuj/CVPR_Tutorial/ShortCourse.htm
http://stat.fsu.edu/~anuj/CVPR_Tutorial/Part1.pdf
http://stat.fsu.edu/~anuj/CVPR_Tutorial/Part2.pdf
http://stat.fsu.edu/~anuj/CVPR_Tutorial/Part3.pdf
http://stat.fsu.edu/~anuj/CVPR_Tutorial/Part4.pdf
http://stat.fsu.edu/~anuj/CVPR_Tutorial/Part5.pdf

Graph Cut Based Optimization for Computer Vision
Lubor Ladicky et al. (ETHZ)
http://www.robots.ox.ac.uk/~lubor/graphcut.ppt

 

CVPR 2011 (http://www.cvpr2011.org/tutorials)

Game Theory in Computer Vision and Pattern Recognition
M. Pelillo and A. Torsello (U Venice)
http://www.dsi.unive.it/~atorsell/cvpr2011tutorial/Tutorial-CVPR2011-1.pdf
http://www.dsi.unive.it/~atorsell/cvpr2011tutorial/Tutorial-CVPR2011-2.pdf

Frontiers of Human Activity Analysis
J. K. Aggarwal, M. S. Ryoo (UT Austin), and K. Kitani (CMU)
http://cvrc.ece.utexas.edu/mryoo/cvpr2011tutorial/
http://cvrc.ece.utexas.edu/mryoo/cvpr2011tutorial/tutorial_cvpr2011_intro.pdf
http://cvrc.ece.utexas.edu/mryoo/cvpr2011tutorial/tutorial_cvpr2011_overview.pdf
http://cvrc.ece.utexas.edu/mryoo/cvpr2011tutorial/tutorial_cvpr2011_syntactic.pdf
http://cvrc.ece.utexas.edu/mryoo/cvpr2011tutorial/tutorial_cvpr2011_description_based.pdf
http://cvrc.ece.utexas.edu/mryoo/cvpr2011tutorial/tutorial_cvpr2011_applications.pdf

Diffusion Geometry Methods in Shape Analysis
A. Brontein and M. Bronstein (Technion)
link not found, see a similar one @ECCV'10
http://tosca.cs.technion.ac.il/book/course_eccv10.html

ITK meets OpenCV: A New Open Source Software Resource for CV
L. Ibanes, A. Perera, P. Reynolds, M. Leotta
link not found

Tools and Methods for Image Registration
M. Brown (EPFL), G. Carneiro, A. A. Farag, E. Hancock, A. A. Goshtasby (Organizer), J. Matas, J.M. Morel, N. S. Netanyahu, F. Sur, and G. Yu
http://www.imgfsr.com/CVPR2011/Tutorial6/
http://www.imgfsr.com/CVPR2011/Tutorial6/Introduction.pdf
http://www.loria.fr/~sur/enseignement/talk_interestpoints_FSur.pdf
http://cvlab.epfl.ch/~brown/2011_CVPR_ImageRegistrationTutorial.pdf
http://www.loria.fr/~sur/enseignement/talk_repeatedpatterns_FSur.pdf
http://www.imgfsr.com/CVPR2011/Tutorial6/SpectralGraphMatching.pdf
http://www.imgfsr.com/CVPR2011/Tutorial6/RANSAC_CVPR2011.pdf
http://www.imgfsr.com/CVPR2011/Tutorial6/TransformationFunctions.pdf
http://www.imgfsr.com/CVPR2011/Tutorial6/RemoteSensingApplications.pdf

Light Fields in Computational Photography
R. Raskar (MIT), R. Horstmeyer (Caltech)
link not found

Image and Video Description with Local Binary Pattern Variants
M. Pietikäinen and J. Heikkila
http://www.cse.oulu.fi/MVG/TalksAndTutorials?action=AttachFile&do=get&target=CVPR-tutorial-final.pdf

Structured Prediction and Learning in Computer Vision
S. Nowozin and C. Lampert
http://www.nowozin.net/sebastian/cvpr2011tutorial/
http://www.nowozin.net/sebastian/cvpr2011tutorial/slides/talk.pdf
http://www.nowozin.net/sebastian/cvpr2011tutorial/slides/talk-graphicalmodels.pdf
http://www.nowozin.net/sebastian/cvpr2011tutorial/slides/talk-inference.pdf
http://www.nowozin.net/sebastian/cvpr2011tutorial/slides/talk-crf.pdf
http://www.nowozin.net/sebastian/cvpr2011tutorial/slides/talk-ssvm.pdf
http://www.nowozin.net/sebastian/cvpr2011tutorial/slides/talk-prediction1.pdf
http://www.nowozin.net/sebastian/cvpr2011tutorial/slides/talk-prediction2.pdf

 

CVPR 2010 (http://cvl.umiacs.umd.edu/conferences/cvpr2010/tutorials/)

Computer Vision in the Analysis of Master Drawings and Paintings
David G. Stork (Ricoh)
http://www.diatrope.com/stork/FAQs.html

Video Search Engines
Cees G.M. Snoek, Arnold W.M. Smeulders (U Amersterdam)
http://staff.science.uva.nl/~cgmsnoek/pub/slides/CVPR-2010-Snoek-Smeulders-VideoSearch-web.pdf

Advanced ITinCVPR in a Nutshell
Francisco Escolano (U Alicante), Anand Rangarajan (UFL)
http://www.rvg.ua.es/ITinCVPR/tutorials/6-tutorials/14-cvprtutorial
http://www.rvg.ua.es/docs/cvpr/L1IntroductionCVPRTutorial.pdf
http://www.rvg.ua.es/docs/cvpr/L2Interest-PointsCVPR.pdf
http://www.rvg.ua.es/docs/cvpr/L3Feature-SelectionCVPR.pdf
http://www.rvg.ua.es/docs/cvpr/L4Isocontours-RegistrationCVPR.pdf
http://www.rvg.ua.es/docs/cvpr/L4Additional-Isocontours-RegistrationCVPR.pdf
http://www.rvg.ua.es/docs/cvpr/L5Shape-matching-IdivergencesCVPR.pdf
http://www.rvg.ua.es/docs/cvpr/L6MixturesCVPR.pdf
http://www.rvg.ua.es/docs/cvpr/wavelet_densities.pdf

Multi-perspective Imaging, Reconstruction, and Rendering
Jingyi Yu (Delaware), Srikumar Ramalingam (MERL)
http://www.eecis.udel.edu/~yu/CVPR2010/CVPR_tutorial.html
pdf file not found

Bidirectional Texture Function Modeling
Michal Haindl, Jiri Filip (Czechoslovak Academy of Sciences)
http://ro.utia.cas.cz/10cvpr_tutorial/

Open Source Vision Software, Intro and Training
Andrea Vedaldi, Brian Fulkerson, Gary Bradski, Vadim Pisarevsky, Radu Rusu, Hailin Jin
link not found

Coded Computational Imaging
Amit Agrawal (UMD), Ashok Veeraraghavan (UMD), Srinivasa Narasimhan (CMU), Ankit Mohan (MIT)
http://www.umiacs.umd.edu/~aagrawal/CVPR10Tutorial/index.html
http://www.umiacs.umd.edu/~aagrawal/CVPR10Tutorial/Introduction.pdf
http://www.umiacs.umd.edu/~aagrawal/CVPR10Tut)orial/Assorted%20Pixels.pdf
http://www.umiacs.umd.edu/~aagrawal/CVPR10Tutorial/CodingModulationAmit.pdf
http://www.umiacs.umd.edu/~aagrawal/CVPR10Tutorial/Light%20Fields.pdf
http://www.umiacs.umd.edu/~aagrawal/CVPR10Tutorial/Computational%20Illumination.pdf
http://www.umiacs.umd.edu/~aagrawal/CVPR10Tutorial/FutureDirections.pdf

Learning Multi-Subspaces in Computer Vision
Yi Ma, Guillermo Sapiro, Rene Vidal
http://vision.jhu.edu/gpca/cvpr10-tutorial-multi-subspace.htm
pdf file not found

3D Shape Reconstruction from Photographs: a Multi-View Stereo Approach
Carlos Hernández, George Vogiatzis, Yasutaka Furukawa
http://carlos-hernandez.org/cvpr2010/
http://carlos-hernandez.org/cvpr2010/cvpr2010-tutorial-mvs.zip

Learnings from Founding a Computer Vision Startup
Till Quack, Jan Erik Solem
http://www.vision.ee.ethz.ch/~tquack/cvpr10-tutorial.html
http://www.vision.ee.ethz.ch/~tquack/Chapter_0_Introduction.pdf
http://www.vision.ee.ethz.ch/~tquack/Chapter_1_2_Why.pdf
http://www.vision.ee.ethz.ch/~tquack/Chapter_3_BusinessPlan.pdf
http://www.vision.ee.ethz.ch/~tquack/Chapter_4_Team.pdf
http://www.vision.ee.ethz.ch/~tquack/Chapter_5_Funding.pdf
http://www.vision.ee.ethz.ch/~tquack/Chapter_6_Product.pdf
http://www.vision.ee.ethz.ch/~tquack/Chapter_7_BusinessModel.pdf
http://www.vision.ee.ethz.ch/~tquack/Chapter_8_Engineering.pdf
http://www.vision.ee.ethz.ch/~tquack/Chapter_9_Marketing.pdf
http://www.vision.ee.ethz.ch/~tquack/Chapter_10_Competition.pdf

General-Purpose Vision Architecture, Invariance, Attention and Reasoning
Juyang Weng (MSU)
http://www.cse.msu.edu/ei/CVPR10Tutorial/
pdf file not found

Sparse Coding and Dictionary Learning for Image Analysis
Francis Bach, Julien Marial (INRIA), Jean Ponce (ENS), Guillermo Sapiro (U Minnesota)
http://lear.inrialpes.fr/people/mairal/tutorial_cvpr2010/
http://lear.inrialpes.fr/people/mairal/tutorial_cvpr2010/tuto_cvpr_part1.pdf
http://lear.inrialpes.fr/people/mairal/tutorial_cvpr2010/tuto_cvpr_part3.pdf
http://lear.inrialpes.fr/people/mairal/tutorial_cvpr2010/tuto_cvpr_part4.pdf

Human-centered Vision Systems: Context-driven Algorithm Design
Nicu Sebe, Hamid Aghajan
http://disi.unitn.it/~sebe/cvpr10-tutorial.html
pdf file not found

Semi-supervised Learning in Vision
Amir Saffari, Christian Leistner, Horst Bischof
http://www.icg.tugraz.at/Members/Saffari/ssl-cvpr2010
http://www.ymer.org/papers/files/2010-cvpr-ssl-slides-intro.pdf
http://www.ymer.org/papers/files/2010-cvpr-ssl-slides-theory.tar.gz
http://www.ymer.org/papers/files/2010-cvpr-ssl-slides-algorithms.tar.gz

Scene Reconstruction from Community Photo Collections
Michael Goesele, Hendrik P.A. Lensch, Noah Snavely
http://www.gris.informatik.tu-darmstadt.de/~mgoesele/CVPR2010-Course/index.html
http://www.gris.informatik.tu-darmstadt.de/~mgoesele/CVPR2010-Course/2010-06-18-CVPRTutorial-Intro.pdf
http://www.gris.informatik.tu-darmstadt.de/~mgoesele/CVPR2010-Course/Snavely_SfM_CVPR2010.pdf
http://www.gris.informatik.tu-darmstadt.de/~mgoesele/CVPR2010-Course/2010-06-18-CVPRTutorial-MVS.pdf
http://www.gris.informatik.tu-darmstadt.de/~mgoesele/CVPR2010-Course/cvpr2010-tutorial-v2-Lensch.pdf
http://www.gris.informatik.tu-darmstadt.de/~mgoesele/CVPR2010-Course/2010-06-18-CVPRTutorial-Conclusion.pdf

Biometrics: Understanding Advances in Privacy and Security
Terry Boult, Walter Scheirer
http://www.securics.com/~walter/cvpr2010/privacy-tutorial.html
pdf file not found

Tractable Higher Order Models in Computer Vision
Carsten Rother, Sebastian Nowozin (MS Research)
http://research.microsoft.com/en-us/um/cambridge/projects/tutorials/cvpr10/
http://research.microsoft.com/en-us/um/cambridge/projects/tutorials/cvpr10/pdfForm.zip

Mechanical Turk for Computer Vision
Alexander Sorokin Fei-Fei Li
https://sites.google.com/site/turkforvision/
https://sites.google.com/site/turkforvision/course/example1.ppt?attredirects=0&d=1
https://sites.google.com/site/turkforvision/course/turk_course_presentation.ppt?attredirects=0&d=1

 

CVPR 2009 (http://tab.computer.org/pamitc/archive/cvpr2009/call-for-short-courses.html)

Kernel Methods in Computer Vision
Christoph H. Lampert (MPI), Matthew B. Blaschko (Oxford)
https://sites.google.com/site/christophlampert/teaching/kernel-methods-in-computer-vision
http://www.robots.ox.ac.uk/~blaschko/CVPRTutorial2009/kernel_tutorial-Part1.pdf
http://www.robots.ox.ac.uk/~blaschko/CVPRTutorial2009/kernel_tutorial-Part2.pdf

Sparse Representation and Its Applications in Computer Vision
John Wright, YI Ma (UIUC), Allen Yang (UC Berkeley)
http://www.eecs.berkeley.edu/~yang/
http://www.eecs.berkeley.edu/~yang/presentation/CVPR09-Introduction.ppt
http://www.eecs.berkeley.edu/~yang/presentation/CVPR09-theory-intro.pptx
http://www.eecs.berkeley.edu/~yang/presentation/Sparse%20Representation%20Tutorial%20-%20Applications.zip
http://www.eecs.berkeley.edu/~yang/presentation/CVPR09-matrix-extensions.pptx

Video Search Engines
Cees G.M. Snoek, Arnold W.M. Smeulders (U Amsterdam)
http://staff.science.uva.nl/~cgmsnoek/videosearch/
http://staff.science.uva.nl/~cgmsnoek/pub/slides/CVPR-2009-Snoek-Smeulders-VideoSearch-web.pdf

Advanced techniques for face-based biometrics
Massimo Tistarelli (U Sassari)
http://tab.computer.org/pamitc/archive/cvpr2009/faceRecCourse-Tistarelli-CVPR09.doc
http://tab.computer.org/pamitc/archive/cvpr2009/Tistarelli%20-%20Face%20Recognition%20CVPR%206-2009.pdf

Photo Tourism and IM2GPS
Noah Snavely (Cornell), James Hays (CMU)
http://www.cs.cornell.edu/~snavely/outgoing/PhotoTourismTutorialCVPR2009.ppt
http://www.cs.cornell.edu/~snavely/courses/phototour_im2gps/SnavelyPhotoTourismTutorialCVPR2009.ppt
http://www.cs.cornell.edu/~snavely/courses/phototour_im2gps/hays_im2gps_course.pdf

Computer Vision on GPUs
Jan-Michael Frahm (UNC)
http://cvit.iiit.ac.in/CVGPU2009/cvOnGPUs.html
http://wwComputer Vision on GPUsw.cs.unc.edu/~jmf/CVPR2009_CVGPU.pdf

Light Fields: Present and Future (Computational Photography)
Ramesh Raskar (MIT)
http://tab.computer.org/pamitc/archive/cvpr2009/raskarCVPRlightfieldIntroFinal.pdf
http://tab.computer.org/pamitc/archive/cvpr2009/quasi2.pdf

 

CVPR 2008 (link not found)
here are some tuts from google search

Distributed Vision Processing in Smart Camera Networks
Hamid Aghajan (Stanford), Andrea Cavallaro (QUML)
http://wsnl.stanford.edu/CVPR08/
http://wsnl.stanford.edu/CVPR08/PDF/CVPR2008_Hamid.Aghajan-Part.1.of.6.pdf
http://wsnl.stanford.edu/CVPR08/PDF/CVPR2008_Hamid.Aghajan-Part.2.of.6.pdf
http://wsnl.stanford.edu/CVPR08/PDF/CVPR2008_Hamid.Aghajan-Part.3.of.6.pdf
http://wsnl.stanford.edu/CVPR08/PDF/CVPR2008_Hamid.Aghajan-Part.4.of.6.pdf
http://wsnl.stanford.edu/CVPR08/PDF/CVPR2008_Hamid.Aghajan-Part.5.of.6.pdf
http://wsnl.stanford.edu/CVPR08/PDF/CVPR2008_Hamid.Aghajan-Part.6.of.6.pdf
http://wsnl.stanford.edu/CVPR08/PDF/CVPR2008_Andrea.Cavallaro-Part.1.of.4.pdf
http://wsnl.stanford.edu/CVPR08/PDF/CVPR2008_Andrea.Cavallaro-Part.2.of.4.pdf
http://wsnl.stanford.edu/CVPR08/PDF/CVPR2008_Andrea.Cavallaro-Part.3.of.4.pdf
http://wsnl.stanford.edu/CVPR08/PDF/CVPR2008_Andrea.Cavallaro-Part.4.of.4.pdf

Generalized Principal Component Analysis (GPCA)
Yi Ma (UIUC), Rene Vidal (JHU)
http://www.vision.jhu.edu/gpca/cvpr08-tutorial-gpca.htm
http://www.vision.jhu.edu/gpca/CVPR08-Tutorial-GPCA-Introduction.pdf
http://www.vision.jhu.edu/gpca/CVPR08-Tutorial-GPCA-Algebra.pdf
http://www.vision.jhu.edu/gpca/CVPR08-Tutorial-GPCA-Lossy-Clustering.pdf
http://www.vision.jhu.edu/gpca/CVPR08-Tutorial-GPCA-Video-Segmentation.pdf
http://www.vision.jhu.edu/gpca/CVPR08-Tutorial-GPCA-Representation-Segmentation.pdf

Survey and Recent Advances in Image Registration and Fusion
Ardy Goshtasby (Wright State University)
http://cecs.wright.edu/~agoshtas/cvpr08RegFusTut.html
http://www.cs.wright.edu/~agoshtas/tutorial_carneiro_cvpr08.pdf
http://www.math.ucla.edu/~yanovsky/weblink/web/CVPR2008_tutorial/Unbiased_Registration.pdf
http://www.imgfsr.com/cvpr08/LocallySensitiveTrans.pdf
http://www.cs.wright.edu/~agoshtas/CVPR2008_Farag.pdf
http://fox.cs.loyola.edu/CVPR2008RemoteSensing.pdf
http://www.cs.wright.edu/~agoshtas/cvpr08_zitflu.ppt
http://www.cs.wright.edu/~agoshtas/CVPR08_filip.pdf
http://www.imgfsr.com/cvpr08/FusionByCompositing.pdf

Symmetry-based 3-D Reconstruction from Perspective Images
Allen Yang (UC Berkeley)
http://www.eecs.berkeley.edu/~yang/presentation/Symmetry2008.zip

http://zoi.utia.cas.cz/tutorials
Overview of image fusion techniques
http://staff.utia.cas.cz/zitova/tutorial/cvpr08_zitflu.ppt
Fusion for restoration and super-resolution
http://staff.utia.cas.cz/zitova/tutorial/CVPR08_filip.pdf

 

CVPR 2007 (link not found)
here are some tuts from google search

Distributed Vision Processing In Smart Camera Networks
Hamid Aghajan (Stanford), etc.
http://wsnl.stanford.edu/cvpr07/
http://wsnl.stanford.edu/cvpr07/PDFs/CVPR2007_DistVisionProc_Chapter_I.pdf
http://wsnl.stanford.edu/cvpr07/PDFs/CVPR2007_DistVisionProc_Chapter_II_1.pdf
http://wsnl.stanford.edu/cvpr07/PDFs/CVPR2007_DistVisionProc_Chapter_II_2.pdf
http://wsnl.stanford.edu/cvpr07/PDFs/CVPR2007_DistVisionProc_Chapter_III_1.pdf
http://wsnl.stanford.edu/cvpr07/PDFs/CVPR2007_DistVisionProc_Chapter_III_2.pdf
http://wsnl.stanford.edu/cvpr07/PDFs/CVPR2007_DistVisionProc_Chapter_IV.pdf
http://wsnl.stanford.edu/cvpr07/PDFs/CVPR2007_DistVisionProc_Chapter_V.pdf

Recognizing and Learning Object Categories
Fei-fei Li, Rob Fergus, Antonio Torralba
http://people.csail.mit.edu/torralba/shortCourseRLOC/
http://vision.cs.princeton.edu/documents/CVPR2007_tutorial_intro.ppt
http://vision.cs.princeton.edu/documents/CVPR2007_tutorial_bag_of_words.ppt
http://people.csail.mit.edu/torralba/shortCourseRLOC/slides/CVPR2007_part_2.ppt
http://people.csail.mit.edu/torralba/shortCourseRLOC/slides/CVPR2007_part_3.ppt
http://people.csail.mit.edu/torralba/shortCourseRLOC/slides/CVPR2007_part_4.ppt
http://people.csail.mit.edu/torralba/shortCourseRLOC/slides/CVPR2007_part_5_datasets.ppt

Fundamentals Linking Discrete and Continuous Approaches to Computer Vision - A Topological View
Leo Grady (BU)
http://www.cns.bu.edu/~lgrady/Short_Course.html
similar to tut given @ECCV'08:
http://www.cns.bu.edu/~lgrady/Short_Course_ECCV08.html

Numerical geometry of non-rigid shapes
Michael M. Bronstein (USI, Switzerland)
http://tosca.cs.technion.ac.il/presentations/CVPR07_introduction.ppt
http://tosca.cs.technion.ac.il/presentations/CVPR07_geometry.ppt
http://tosca.cs.technion.ac.il/presentations/CVPR07_numgeometry.ppt
http://tosca.cs.technion.ac.il/presentations/CVPR07_shortestpath.ppt
http://tosca.cs.technion.ac.il/presentations/CVPR07_mds.ppt
http://tosca.cs.technion.ac.il/presentations/CVPR07_similarity.ppt
http://tosca.cs.technion.ac.il/presentations/CVPR07_correspondence.ppt

 

CVPR 2006 (link not found)

People Tracking
David Forsyth, Deva Ramanan, Cristian Sminchisescu
http://www.ics.uci.edu/~dramanan/tutorial/Trackingbasicsblock.pdf
http://www.ics.uci.edu/~dramanan/tutorial/Animationblock.pdf
http://www.ics.uci.edu/~dramanan/tutorial/2d3d.pdf
http://www.ics.uci.edu/~dramanan/tutorial/DataAssociation.pdf
http://www.ics.uci.edu/~dramanan/tutorial/Activityblock.pdf
or
http://luthuli.cs.uiuc.edu/~daf/tutorial.html
http://www.cs.toronto.edu/~crismin/tutorial_cvpr06/tutorial_cvpr06.html

 

CVPR 2005 (http://vpa2.sabanciuniv.edu/conferences/CVPR2005/TUTORIAL/tutorialsCover.htm)

SEVILLE, Semi-automatic Visual Learning
Yotam Abramson, Yoav Freund

Real-Time Motion and Structure Estimation from Moving Cameras
David Nister and Andrew Davison

Discrete Optimization Methods in Computer Vision
Ramin Zabih, Yuri Boykov and Pedro Felzenszwalb

Model-based Approaches to Medical Image Analysis
Paulo Mendonca and Rahul Bhotika
http://vpa2.sabanciuniv.edu/conferences/CVPR2005/TUTORIAL/tutMBA/tutMBAMI.ppt

SurveillanceModel-based Approaches to Medical Image Analysis Methods
Terry Boult

Camera-Based Vision Techniques to Build Large Area Multi-Projector Displays
Aditi Majumder and Michael Brown
http://vpa2.sabanciuniv.edu/conferences/CVPR2005/TUTORIAL/tutMPD.pdf

 

CVPR 2004 (link not found)

Graph Based Image Segmentation
Jianbo Shi, Charless Fowlkes, David Martin, Eitan Sharon
http://www.cis.upenn.edu/~jshi/GraphTutorial/
http://www.cis.upenn.edu/~jshi/GraphTutorial/Tutorial-ImageSegmentationGraph-cut1-Shi.pdf
http://www.cis.upenn.edu/~jshi/GraphTutorial/Tutorial-ImageSegmentationGraph-cut2-Martin.pdf
http://www.cis.upenn.edu/~jshi/GraphTutorial/Tutorial-ImageSegmentationGraph-cut3-Fowlkes.pdf
http://www.cis.upenn.edu/~jshi/GraphTutorial/Tutorial-ImageSegmentationGraph-cut4-Sharon.pdf

2-D and 3-D Image Registration
Ardeshir Goshtasby, George Stockman, Karl Rohr
http://cecs.wright.edu/~agoshtas/CVPR04_Registration_Tutorial.html
http://www.imgfsr.com/IntroductionCVPR.pdf
http://www.dkfz.de/tbi/people/homepages/rohr/slides/feature_extraction_CVPR04_rohr.pdf
http://www.cse.msu.edu/~stockman/RegTutorial/
http://www.imgfsr.com/Transformation_FunctionsCVPR.pdf
http://www.imgfsr.com/ResamplingCVPR.pdf
http://www.imgfsr.com/Performance_EvaluationCVPR.pdf
http://www.imgfsr.com/SummaryCVPR.pdf

Nonlinear Manifolds in Computer Vision
Anuj Srivastava, Washington Mio, Xiuwen Liu
http://www.cs.fsu.edu/~liux/manifold-short-course/
http://www.cs.fsu.edu/~liux/manifold-short-course/manifolds.pdf

CVPR 2003 (link not found)

Recognition and Matching based on local invariant features
Cordelia Schmid, David Lowe
http://lear.inrialpes.fr/people/schmid/cvpr-tutorial03/
http://lear.inrialpes.fr/people/schmid/cvpr-tutorial03/introduction.ppt
http://lear.inrialpes.fr/people/schmid/cvpr-tutorial03/scale_sift.ppt
http://lear.inrialpes.fr/people/schmid/cvpr-tutorial03/affine.ppt
http://lear.inrialpes.fr/people/schmid/cvpr-tutorial03/evaluation.ppt
http://lear.inrialpes.fr/people/schmid/cvpr-tutorial03/recog_system.ppt
http://lear.inrialpes.fr/people/schmid/cvpr-tutorial03/recognition.ppt
http://lear.inrialpes.fr/people/schmid/cvpr-tutorial03/future.ppt

Multiple View Geometry
Marc Pollefeys, Andrew Zisserman
http://www.cs.unc.edu/~marc/tutorial.pdf
http://users.rsise.anu.edu.au/hartley/public_html/Papers/CVPR99-tutorial/tutorial.pdf

posted on 2014-03-12 22:58 Shicai Yang 阅读(...) 评论(...) 编辑 收藏