GSoC 2016

Version 6 (Gary Bradski, 2016-04-24 08:51 am) → Version 7/21 (Gary Bradski, 2016-04-24 08:51 am)

h1. *Ideas Page for OpenCV Google Summer of Code 2016 (GSoC 2016)*

*OpenCV Augmented Reality 3D recognition and pose from ArUco Markers. last year. (click image for video showing all projects)* video)*
" !AR_Aruco.png! ":https://www.youtube.com/watch?v=OUbUFn71S4s

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h2. General Information:

* "GSoC 2016 site: https://developers.google.com/open-source/gsoc/":https://developers.google.com/open-source/gsoc/
* Mailing list for OpenCV GSOC 2015: [email protected]
** Group site https://groups.google.com/forum/#!forum/opencv-gsoc-2015
* "Timeline for GSoC 2016":https://developers.google.com/open-source/gsoc/timeline

** *Next important dates:*
*** Feb 19 19:00 UTC: Mentoring organization application deadline.
*** Feb 29 19:00 UTC: List of accepted Organizations.
*** Mar 14 16:00 UTC: Student Application period begins!
*** Mar 25 19:00 UTC: Student Application period ends!
*** ? Deadline for OpenCV to request # of slots.
*** ? Google publishes how many slots we get.
*** ? Try to eliminate duplication of students.
*** ? IRC for OpenCV to resolve all duplications.
*** Apr 22 19:00 UTC: Accepted students announced.
*** May 23 Let Coding begin!
*** Jun 20 19:00 UTC: Mid term evaluation begins. *Pull requests must be in*
*** Jun 27 19:00 UTC: Mid term evaluation ends. *Pull requests must be in*
*** Aug 23 19:00 UTC: Coding stop; Pull requests must be in; Mentors: final evaluation begins...
*** Aug 29 19:00 UTC: Final evaluation deadline.
*** Late October: Mentor Summit!

*Times:*
* UTC to PDT (California uses PST in the winter (from Nov 1st) and PDT in the summer (from March 8)).
** "utc time converter":http://www.timebie.com/std/gmt.php

*Resources:*

* "OpenCV Developers Site":http://code.opencv.org/projects/opencv/wiki
* "OpenCV User's Site":http://opencv.org
* [[How_to_contribute|How to do a pull request/How to Contribute Code]]
* Source Code can be found at "GitHub":https://github.com/Itseez/opencv.
** To get the source code, point your git client to @git://github.com/Itseez/opencv.git@. Here are [[Working_with_OpenCV_git_repository|instructions]].
<pre>
git clone git://github.com/Itseez/opencv.git
</pre>
** The rest of the history plus matches between git commits and SVN revisions are stored at a separate "OpenCV Attic" repository: git://code.opencv.org/opencv_attic.git.
** Also OpenCV Extra was put to a separate repository: git://code.opencv.org/opencv_extra.git.
* [[OpenCV Development Process]]
** [[Meeting_notes|Developer meeting notes]]

h2. How you will be evaluated if you are an accepted student

* Student projects to be paid only if:
** *Midterm:*
*** You must generate a pull request
**** That builds
**** Has at least stubbed out functionality
**** With appropriate Doxygen documentation
**** Has at least stubbed out unit test
**** Has a stubbed out example of use that builds
** *End of summer:*
*** A full pull request
**** Full Doxygen documentation
**** A good unit test
**** Example of use code
*** Create a (short!) Movie (preferably on Youtube, but any movie) that demonstrates your code
**** We use this to create an overall summary. Past years:
***** "The 2015 Movie":https://www.youtube.com/watch?v=OUbUFn71S4s
***** "The 2014 Movie":https://www.youtube.com/watch?v=3f76HCHJJRA
***** "The 2013 Movie":https://www.youtube.com/watch?v=_TTtN4frMEA

h2. For students interested in applying

# You *must* already know how to program well in C++
** Some projects may require Python or Matlab skills
# Discuss projects below or other ideas with us https://groups.google.com/forum/?fromgroups#!forum/opencv-gsoc-2015
# Go to the "GSoC site":https://developers.google.com/open-source/gsoc/ and sign up
# Post the project from below or your own agreed on project on the GSoC site to the Open Source Computer Vision organization

h2. For computer vision professionals interested in mentoring

# Go to the "GSoC site":https://developers.google.com/open-source/gsoc/ and sign up.
# Request to be a mentor for OpenCV there.
# We accept or reject you
# Students submit projects and you
** find a project you want to mentor (several students might try for the same project)
** contact us about it through [email protected] so we can be sure there is not someone already handling that project
** contact the students to assess which one if any are capable of coding that up in a summer.
# We get a slot allocation from Google, the administrators then _"spend"_ the slots in order of priority
# Students must finally actually accept to do that project (some sign up for multiple organizations and then choose)

*If* you are accepted as a mentor *and* you find a suitable student *and* we give you a slot *and* the student signs up for it, +*then*+ you are a mentor.
** It sounds harder than it is.

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h1. 2016 Project Ideas:

*Students may propose their own projects (give us a clear summary and why you can do this project). However, below are some of our priorities for this year* Contact us and/or discuss ideas at https://groups.google.com/forum/?fromgroups#!forum/opencv-gsoc-2015

_These are not in order of priority_

*1 Google Cardboard*
* Do visual odometry, SLAM etc for Google Cardboard

*2 Projection mapping (Projected Augmented Reality)*
* Calibrate a camera to a projector
* Put out structured light to learn the 3D map of what's in front of the camera
* Project the camera image, suitably rotated and shifted onto the scene
* Unity or some other program to start transforming the scene for projection mapping
** See http://www.creativebloq.com/video/projection-mapping-912849 to get ideas of what you can do with this

*3 Update OpenCV file storage so that it's readable by Python in OpenCV (move to YAML 1.2 Edition 3)*
* Mentor Prasanna
* OpenCV C++ writes out its own YAML tags which makes it incompatible with it's own Python and with external python readers
* Speedup fs reading/writing, add JSON support, add base64 (+RLE) support for large amounts of numerical data
* References
** YAML http://www.yaml.org
** Problem statement: http://stackoverflow.com/questions/11141336/filestorage-for-opencv-python-api

*4 Stereo correspondence improvements*
* More accurate and faster stereo correspondence (StereoBM/StereoSGBM) by using LBP/BRIEF/DAISY etc. per-pixel descriptors instead of sum-of-absolute-differences.

*5 Self-contained video codec(s)*
* There is draft version of self-contained motion jpeg encoder to be integrated to OpenCV.
* We will also need decoder, 12-bit jpeg support, multi-threaded encoder and decoder.
* There are some other codecs, like libvpx, which we can support and link right into highgui, without dependency from ffmpeg/libav.

*6 Deep learning*
* It would be cool if OpenCV could load and run deep networks trained with popular DNN packages like Caffe, Theano or Torch.
* GPU/OpenCL optimization and/or other optimizations (that can partly be contributed back to the upstream projects) are also encouraged.

*7 Better interactive camera calibration*
* Modern algorithms would allow us to recompute camera parameters after almost each frame, compute reprojection error, compute confidence intervals for the parameters.
* the partially occluded calibration patterns could be handled somehow to, especially if we want to estimate intrinsic parameters only.
* the application may show us the areas where the corner borders have been shown so that user can see how good are the data

*9 Color Calibration and white balance*
* With McBeth chart and with gray world algorithm (improve exisiting color constancy algorithms)
* Possibly collect deep learning way of doing this (needs large training set)

*10 Realtime image preprocessing algorithms (real time on mobile)*
* We and many other OpenCV users would definitely enjoy very fast denoising, color improvements, white balance etc. algorithms.

*11 Tracking improvements*
* TLD algorithm is implemented in OpenCV, but it needs improvements and optimizations.
* ASM/AAM can also be implemented, as well as the particle filter.


*12 PBM (part-based models) improvements*
* There is latentsvm package in opencv_contrib that needs to be improved (quality-wise and speed-wise).
* Adding training, even if it involves execution of external svmperf or other tool, is definitely appreciated too.

*13 Improving ICF/ACF + <some>Boost training and detection*
* In opencv_contrib there is initial version of the training application and detector based on integral channel features and boosting. Further improvements of this part would be really useful.

*14 lua+OpenCV*
* the other language that is now used more often for ML and CV (thanks to Torch) is Lua; there are old bindings for a tiny part of OpenCV; could be useful to extend our autogenerated bindings to Lua.

*15 human interaction*
* gesture recognition
* human skeleton based on 2d or 3d

*17 Quad Rotor Contrib*
* Apply much of the above into a quad rotor drone automatic tracking, mapping navigation etc module

New 2016 ideas:

*Architecture
* Exceptions in OpenCV need to be easily disabled ? (need to check if that's the case or not)
* Minimal OpenCV: give the functions you want, it gives you a minimal version of the library.
* reduce the size of OpenCV on Anddroid
* create a more C++ type (to be able to deal with constness and separate the pointer from the type)
* create an image type (that would also have color information, maybe calibration too) and implement a proper resize algorithm for that type

*Tracking
* David Tan’s tracking
2d: https://www.youtube.com/watch?v=W689ffCMDF4
3d: https://www.youtube.com/watch?v=TqyFEZzhPbE

*misc
* convexHull is implemented with Sklansky's second, 1982 algorithm, which is incorrect in some case, and suboptimal complexity-wise. cf. http://cgm.cs.mcgill.ca/~athens/cs601/.
cv::contourArea(cv::convexHull(contour)) for a convex contour is different from cv::contourArea(contour), somtimes by nearly 30%.

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h1. Accepted Projects for OpenCV GSoC 2016:

OpenCV GSoC 2016 students, projects, mentors are below. *WHEN THEY ARE KNOWN*

*GSoC Progress. Need Pull requests (don't have to be complete) to pass by July 3rd*

*Mailing Lists (only for use of Mentors and Students, please to not request to join these lists otherwise):*
* Mentors
** opencv-gsoc2015-mentors
* Students
** opencv-gsoc2015-students

* [[How_to_contribute|How to do a pull request]]

*Pre-Midterm status:*
* *Pull Request In* Antonella Cascitelli - Vladimir Tyan ([email protected]): TLD improvements - https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/auron/5629499534213120.
* *Pull Request In* Bo Li - Baisheng Lai ([email protected]). Omnidirectional Cameras Calibration and Stereo 3D Reconstruction. https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/baisheng/5629499534213120
* _*No Pull Request*_ Vincent Rabaud - Edgar Riba ([email protected]). Structure From Motion module. https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/edgarriba/5693417237512192
* *Pull Request In* Bence Magyar - Jiaolong Xu ([email protected]). Improving PBM in OpenCV. https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/jiaolong/5718998062727168
* *Pull Request In* Fernando J. Iglesias Garcia - Laksono Kurnianggoro ([email protected]). Real-time Multi-object Tracking using Kernelized Correlation Filter. https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/kurnianggoro/5629499534213120
* _*No Pull Request*_, but previously Vadim Pisarevsky - Lluis Gomez ([email protected]). Improve and expand Scene Text Detection module in OpenCV. https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/lluisgomez/5751725713522688
* _*No Pull Request*_ Michael Harville, Gary Bradski - Naoto Hieda ([email protected]). Projection mapping (Projected Augmented Reality). https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/micuat/5707702298738688
* *Pull Request In* [email protected] - Mircea Paul Muresan ([email protected]). Stereo correspondence improvements. https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/mmp131316/5741031244955648[Andrey can not mentor the student. Does anyone want to take one?]
* *Pull Request In* Delia, Stefano Fabri, Claudia Rapuano - RobertaRavanelli ([email protected]). Structured-Light System Calibration for OpenCV. https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/roberta_ravanelli/5676830073815040
* "done" Pull Maksim Shabunin - Alexander Bokov ([email protected]). Recent advances in edge-aware filtering. https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/sbokov/5629499534213120
* _*No Pull Request*_ Prasanna, Gary Bradski - Sergio Garrido ([email protected]). Charuco board: Chessboard+ArUco for camera calibration. https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/sgarrido/5629499534213120
* _*No Pull Request*_ Alexander Bovyrin - Vlad Shakhuro ([email protected]). ICF detector improvements. https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/shahurik/5717271485874176
* *Pull Request In* Vadim Pisarevsky - Seon-Wook Park ([email protected]). Real-time image preprocessing on ARM. https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/swook/5798429187899392
* *Pull Request In* Anatoly Baksheev, Douglas Lee - Vitaliy Lyudvichenko ([email protected]). Implementation of universal interface for deep neural network frameworks. https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/vludv/5657382461898752
* *Pull Request In* Manuele Tamburrano, Stefano Fabri - Yida Wang ([email protected]). Deep Learning & GPU Implementation Proposal. https://www.google-melange.com/gsoc/proposal/review/org/google/gsoc2015/wangyida/5629499534213120

Project notes will be compiled "here":https://sites.google.com/a/opencv.org/opencv/gsoc-2015-project-notes .

h2. Mentors

*Actual signed up mentors*

* Alexander Mordvintsev zzznah(+)gmail.com
* Sid Bao ybao(+)magicleap.com
* Vincent Rabaud vincent.rabaud(+)gmail.com
* Vadim Pisarevsky vadim.pisarevsky(+)gmail.com
* Adrian Kaehler therealadrian(+)gmail.com
* Terry Boult tboult(+)vast.uccs.edu
* spmallick spmallick(+)taaz.com
* Serge Belongie sjb344(+)cornell.edu
* Stefano s.fabri10(+)gmail.com
* Prasanna pras.bits(+)gmail.com
* Pablo Alcantarilla pablofdezalc(+)gmail.com
* Bence Magyar mw.mzperx(+)gmail.com
* Manuele manuele.tamburrano(+)gmail.com
* Grace Vesom grace.vesom(+)gmail.com
* Open Source Computer Vision Library (OpenCV) garybradski(+)gmail.com
* Douglas Lee dougabug(+)gmail.com
* Claudia Rapuano c.rapuano(+)gmail.com
* Antonella Cascitelli antonellacascitelli(+)gmail.com
* Anatoly Baksheev anatoly.baksheev(+)itseez.com
* Alexander alexander.shishkov(+)itseez.com
* Alexander Smorkalov alexander.smorkalov(+)itseez.com
* Alexander Bovyrin alexander.bovyrin(+)itseez.com

In the below, get rid of the ''-delete-'' to make the emails work.

Anatoly Baksheev
Researcher, Vision Algorithms on GPU
Argus/Itseez
[email protected]

Alexander Bovyrin
PhD, Senior Researcher
Argus/Itseez founder
NNU Lecturer
[email protected]

Gary Bradski
Founder, Industrial Perception Inc.
Consulting Prof. Stanford U.
OpenCV Founder, Technical Content Owner, GSoC Admin
Co-author of Learning OpenCV Book
http://www.willowgarage.com/pages/people/gary-bradski-senior-researcher
[email protected]

Antonella Cascitelli
Grad student, University of Rome
[email protected]

Eric Christiansen
PhD, UCSD
[email protected]

Stefano Fabri
CRR Team leader, University of Rome
[email protected]

Victor Eruhimov
OpenCV founding team/Senior Researcher
Argus/Itseez founder
NNU Lecturer
[email protected]

Adrian Kaehler
Principle Engineer, Applied Minds
Co-author of Learning OpenCV Book.
[email protected]

Peter Karasev
PhD Student, MINERVA Research Group
Georgia Tech
[email protected]

Vadim Pisarevsky
OpenCV founding team/Czar
[email protected]

Manuele Tamburrano
Grad Student, University of Rome
[email protected]

Vincent Rabaud
Principle Engineer, Aldebaran Robotics
[email protected]

Claudia Rapuano
Grad student, University of Rome
[email protected]

Grace Vesom
Senior Software Engineer, Magic Leap
-delete-grace.vesom@-delete_gmail.com

Bence Magyar
Pal Robotics
[email protected]

Pablo Alcantarilla
Toshiba Research Europe Ltd.
[email protected]

h3. Back up Mentors

Mark Asbach
Fraunhofer IAIS
Schloss Birlinghoven
Sankt Augustin, Germany
http://mmprec.iais.fraunhofer.de/asbach.html
[email protected]

Nicolas Saunier, Ph.D.
Assistant Professor
Civil, Geological and Mining Department (CGM)
École Polytechnique de Montréal
http://nicolas.saunier.confins.net
[email protected]

Alexander Mordvintsev
Software Engineer
http://znah.net
[email protected]

Andrey Morozov
Software Engineer
Argus/Itseez
[email protected]

h2. OpenCV Org. Application to GSoC 2016

"OpenCV GSoC Application":http://code.opencv.org/projects/gsoc2013/wiki/GSoC2013OpenCVApplication

h2. Previous Years

* 2015 "GSoC 2015 Ideas Page":http://code.opencv.org/projects/opencv/wiki/GSoC_2015
** "The 2015 Movie":https://www.youtube.com/watch?v=OUbUFn71S4s
* 2014 "GSoC 2014 Ideas Page":http://code.opencv.org/projects/opencv/wiki/GSoC_2014
** "The 2014 Movie":https://www.youtube.com/watch?v=3f76HCHJJRA
* 2013 "GSoC 2013 Ideas Page":http://code.opencv.org/projects/gsoc2013/wiki
** "The 2013 Movie":https://www.youtube.com/watch?v=_TTtN4frMEA
* 2012 Ideas site http://code.opencv.org/projects/gsoc2012/wiki/Wiki/
* 2011 Ideas site http://opencv.willowgarage.com/wiki/GSOC_OpenCV2011
** 2011 Application GSoC page is http://opencv.willowgarage.com/wiki/GSoC2011OpenCVApplication
* 2010 Ideas site http://opencv.willowgarage.com/wiki/GSOC_OpenCV2010
** 2010 Application page http://opencv.willowgarage.com/wiki/ApplicationGSOC2010

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