Agenda

Current Goals in Priority Order

1. 3D Vision
   1. Stereo Rectification (Vadim)
   2. Stereo Correspondence
      1. Fast Version using correlation windows (Vadim)
      2. Kolmogorov Graph Cut Energy Minimization Method (Victor and Sergey)
   3. Regression tests for chessboard finder, calibration, stereo calibration and rectification
2. Feature Toolbox (Alex)
3. Improve Python interface (Vadim)
4. Google OpenCV Wrappers (Vadim, Daniel Filip)

Minutes

Vadim

• Google OpenCV Wrappers (done)
• Jean-Yves style rectification (this week)
• Correlation stereo correspondence (next week)

Victor and Sergey

• Kolmogorov first pass and first optimization (done)
• Reorganize code for OpenCV compatibility and add in correspondence constraints (2 weeks)

Alex

• Has 3 versions of SIFT and 1 SURF, writing a keypoint stability analysis/regression test tool (this week)

Gary

• Get kids party rectified stereo data to Alex (this week)
• Get feature citations to Alex (this week)
• Get Jack’s MSER and Code to Alex ( this week)

Kurt

• Get stereo correspondence code to Vadim (this week)

Action Items

• Get whole stereo toolchain going with regression tests
• DoG, MSER, Harris, SURF, Star Keypoint detectors
• SIFT, SURF, DAISY, Lepetit, PHOG, PHOW features

Agenda

Update of calibration and stereo, start of feature toolbox

Minutes

Vadim

• Checked in Stereo calibration and rectification code to OpenCV! Sent me calibration code example.

Victor/Sergey

• Timing analysis of Kolmogorov’s method.

Alex

• Analysed SIFT vs SURF on dataset
• Sent proposed keypoint detector/descriptor function

Kurt

• Sent correspondence code example.

Action Items

• Vadim to
  • fix any issues that come up in stereo calibration and rectification code,
  • look over book doc of these functions and
  • start working on stereo correspondence.

• Victor/Sergey:
  • Literature and code search of energy minimization.
  • Decide on reimplement graph minimization or BP or to drop

• Gary:
  • Get Alex data examples of party plates, left and right views.
  • Start desired features list.
  • WG detector code to Russia.
  • Discuss changing contract with WG and Argus to focus on features and recognition along with fast stereo.
  • Set out better long term plans.

• Kurt:
  • Look at stereo calibration and rectification results.

• Alex:
  • Surf and SIFT into OpenCV as start of key detectors and key descriptors toolbox
  • Run on WG detector.
  • Convert PHOG/PHOW for use on Opencv

Agenda

• Progress report
• Hiring for full time team
• Feature and 3D code going in
• Release

Minutes

• Progress
  • Stereo now works for Vadim using the patched 1394 code. Issue is whether to just build that in and bypass 1394 or get the patch into 1394
  • Vadim fixed an orientation bug in SURF and also sped it up 2.5X
  • Kolmogorov: RCG looking it over, will hear reports on progress this week
• Hiring
  • Might be easy to find people with test experience in NN
  • One of the experts, Victor, Alex or Sergey has to decide who will come over full time
    • This position will be full time
    • Involve interesting work, and have research as well as practical output. At least one conference visit/year, possible onsite (at WG) working sessions
    • Kurt needs fast SLAM, I need work on near by object detection, recognition and segmentation
    • This contract is intended to be long term, first decision point will come at 10 months. It will be long term as long as it is productive (I depend on this too)
• Feature and 3D code
  • We need a working SURF with demo added
  • The Star feature should go in this week
  • JD’s 3D to 3D point projection is getting ready, he needs to talk about the interace with Vadim
• Release
  • OpenCV 1.0 is getting stale
  • We need at least a 1.1 release with Stereo for the book (otherwise there will be missing functionality that will cause bug reports/bad experiences for users).
  • Mark’s group has a preliminary 1.1 release
• FUTURE
  • 3D features

Action Items

• Gary
  • Talk to Jeremy about getting the patch into the official 1394 driver
  • Get book code into OpenCV samples as a subdirectory
• JD
  • Send 3D interface API
• Patrick
  • Be ready to answer questions if any on star feature if Vadim needs
• Vadim:
  • Get SURF into CVS
  • Get Mark’s 1.1 including Stereo and with book demos up as 1.1 release before Oct 1st
  • Get Star detector first pass into OpenCV form (it will need optimization probably for performance) and include test and sample code
  • Consider stereo HighGUI interface
  • Possible help with getting book and associated code pointers to the OpenCV sites

Agenda

• Just Updates

Minutes

Vadim

• SURF Integration to OpenCV is done
• Preparing a libdc patch for stereo camera integration
  • Issue is of use of libdc2 (which this patch uses, but most people don’t use yet: future use) or libdc (current)
• Kolmogorov
  • Dimitry is working on porting 2nd part of code
  • 1st part: MaxFlow takes 80-90% of computation (finished)
  • 2nd part: Graph construction (still some re-write to separate from Kolmogorov)
  • Already significantly faster, “normal” 640×480 scene with small 10s of disparity takes 7 seconds on an older laptop
    • Can have the ability to apply to specific parts of image (mix fast and slow stereo)
    • Speed depends on parameters: ~n^3 running time in number of pixels. Depends also on # of disparity levels
      • Hierarchical method will improve therefor on both of these bottlenecks
  • This week expected for finish

Victor

• Hiring status
  • Interviewed 1 RCG and 1 more this week
    • Possible: Specialist 2nd week Oct. of Anatoli Backsh (worked for Argus calibrating multi-projectors)
    • Possible: Dimitry (?) Was working on Kolmogorov as RCG is possilbe: Good mathematician, not fast programmer. So still considering.
    • Will probably wait to interview more over next 2 weeks
  • Expert to be decided by mid-Oct. Will start in November.

Action Items

Gary

• Send Vadim new cvx_background code

Agenda

• Release
• Kolmogorov
• Background code
• Hiring
• New 3D package

Minutes

Release Issues

• Video writing on Linux — might have to add a video writer since not implemented in gstreamer
  • sample for stereo calibration and correspondence.
  • Release should be out by next Monday.
• Kolmogorov is in CVS (2.4 seconds on Tsukuba 52×288 images with maximum disparity == 16, we think later this can go to 0.33 sec)
  • Sample use needs to be done (very quick, will be done today)
• Background codebook modeling is ready for CVS, need to check API

Hiring

• Several RCG interviewed
  • Final candidate list (7 total) this week
  • Decide (maybe Thrusday)
  • 2 weeks later starting (mid to late October)
• Specialist
  • Anatoli
  • Start in November

3D

• Two issues as to how to include since it right now is a large class
  • Simplify it down to 2 functions
  • Keep it as a separate complete package

Action Items

• Get the release out

Agenda

• Release Status
  • Matrix bug
• Hiring Status
  • Alex visit
• Priorities
  • Visual Odometery
  • Object rec
    • Person rec
  • Python

Minutes

Release

• Vadim sick
• Patches
• For fundamental matrix
  • 32FC2 or 32FC3 for regular or homogenious coordinates
• Windows 2 days.
  • Stereo calibration, final testing
• Linux by end of the week

Hiring

• Specialist
  • Anatoly joining in a month, mid-November
• RCG (interviewed 2 people)
  • Alexi full time in two week (Finishing MS thesis)
  • Andri (undecided, available in one month)

Alex

• Will be at WG Oct 16th
  • arrive SJ 10:30 AM, taxi to WG

Priorities

• Python
  • Automatically generated by SWIG
  • Might give to Alexi or Andri
  • Should build OK now

Action Items

• Gary
  • Fix fundamental matrix point arrays bug in example code
  • Send Vadim Learning OpenCV Code examples
  • Ask Victor what he knows about hiring.
  • Ask Adrian at AM about python contribution? Works with SWIG?
• Vadim get
  • Better from (human not software) virus
  • Windows version out in 2 days
  • Linux by end of week

Agenda

1. Release — if there are problems with tests or bugs, we can delay further

• Should we think about separating data from the rest of the package?
• Remind me what’s in (full stereo I know is yes):
  • SURF (I think so)
  • Star detector
  • Book Example code
    • Stereo example code is there, should it be modified?
  • JD’s 3D Rot and translation code (I think not?)
  • Kolmogorov. With sample demo?
• Of course — hiring status update
• Interface — people here are talking about wanting a more modern interface to OpenCV

• Some are building on wImage — what is in Daniel’s utils?
• They (JD and Patrick) want type safe, templates instead of macros etc
• One (James) wants a more abstract image — for data that might exist on arbitrary manifolds
  • abstract reference to pixels, so they can reside say on a GPU etc
  • I think if we do this, it has to be a new image type and separate functionality to use it. I don’t see the “demand” for this right now
• (I insert for Daniel) Creating opencv with smaller footprint. (Is this in already?)
• This is just a heads up. We will set up another meeting to discuss
• OpenCV wiki. Scott is on vacation but I left a message asking him about hosting at Willow Garage. This is probably fine using moinmoin
• General schedule of post release priorities (what are they/when are they). Some “whats”:

• 3D pipeline (for 3D slam etc)
  • JD Chen’s 3D point to point estimation code
  • Optimized Star
  • Bundle adjustment
• Object recognition
  • Spin features
  • Boundary fragments
  • Pyramid Kernels, perhaps extended to 3D
  • Possibly simpler (Zisserman or LePetit type) Random Forests in machine learning.

Minutes

Release

• Functionality wise, it’s complete
• Didn’t try python wrappers, or 64 bit Windows
  • SURF, codebook is in,
  • New sample code:
    • Stereo calibration
    • Background subtraction
    • (possibly birdseye)
    • SURF demo
    • Octave example directory
• No star detector in.
• Kolmogorov in
  • Good to have example

Hiring status

• Alexi (RCG) Oct 20th
• Other (Andre) RCG, still in negotiation … in Nov
• Anatoli Nov 1st or delayed week.

New interface

• Will be discussed on Thrusday

OpenCV Wiki

• Probably at Willow Garage with MoinMoin

Future Priorities

• Object recognition
  • Star detector optimized and in
  • Boundary features
  • Regularized stereo
  • Spin features need to be speeded
  • Machine learning
• Interface C++
• 3D pipeline
• Look at recognition architecture in last CVPR robot competition.

Action Items

Vadim

• Release Windows next 2 days
• Release Linux version after Mark in Germany tests it.

Gary

• Get wiki up — might happen next week because Scott is on vacation.

Agenda

• Future release possibilities:
  • Visual slam, and full 3D pipeline support in, Dense notes
  • Object recognition for the robot support in
  • Robot shipping * Plans for exploring OpenCV’s API: Templates, easy matrix access
• Python support and how it interacts with the above
• OpenCV Wiki
• Hiring update status
• Research
  • Object recognition
  • Spin images
• New OpenCV license to add Willow Garage

Minutes

Future release

• 1.1pre1 (goes to 1.1 or 1.2 with more testing)
  • Approximate nearest neighbor cvFeatureTree
    • David Lowe’s appoximate NN
• Hiring
  • Alexi has now joined
  • Made offer to Andri
  • Victor or Alex as senior TBD by Mid Nov.
  • Anatoli by Mid Nov
• Start interface API work on easy matrix
• Research items
  • need to emphasize obj rec.
  • Star detector ready soon.

Action Items

• Vadim send Lowe’s fast NN link
  • Will send matrix API (send by email at first)
• Gary set up SVN for API work
  • OpenCV Wiki – will talk with Scott See OpenCV Wiki
  • Set up dense stereo bags on public data directory Scott will set this up, until then I will send one or two point cloud and image “bags” to play with.
  • SVN for Argus-WG OpenCV development Again, I talked with Scott and this will be set up. Until then, send emails
  • Send spin feature code (send notes about it)
  • Send compare RF with Zisserman Random Forests
• NN team familiarize with ROS

Agenda

• wiki
• Alexi
• Anatoly
• Gary
• Features

Minutes

• Alexi is becoming familiar with API by writing test codes etc
• Anatoly will be on spin images as of tomorrow
• Vadim working on Matrix API prototype, 2-3 more days
• Gary working on background subtraction combined with stereo
  • then on to boundary fragments
• New stereo algorithm from Kurt will be needed soon
  • Until then, use pen to texture objects for Videri stereo
• For fast stereo use fixed point

Action Items

Vadim

• Get Alexander to switch opencv.org
• Send Kurt fast stereo example

Kurt

• Get Regularized stereo

Gary

• Send feature papers
• post to wiki

General wiki info

1. You can sign up right now at: http://opencv..com/wiki/
   For right now, there is no protection, so only tell people whom we want top level access (The top levels will become for only a select group later).
   You can start moving the wiki over now.
2. Apparently Alexander Kurinov (I’m spelling this wrong) “has” the domain www.opencv.org

Can we get him to point it to 15 7. 22. 1 9. 1 8

Once that’s done, Scott can put in Catcha protection and then I’ll follow with top level admin protection.

Agenda

• Eliminating auto-generated files from CVS
• Make dependencies … if you make twice in a row, the 2nd make should not build anything.
• Alexander Kurinov change of where www.opencv.org points?
• Object recognition needs
  • Spin feature progress
  • Boundary fragment fitting
• Update on current work
  • Vadim
  • Alexi
  • Gary

Minutes

Action Items

Agenda

• Status update
  • Hiring
• Robot Needs:
  • Spin feature progress
  • Boundary fragments (Gary)
    • Fast boundary fragment comparison
  • Finding outlets
  • Colandar features (coming)
    • Hausdorff (fine feature alignment)
    • Warpable templates
  • Build with ROS and “ROS releases”
• General needs
  • Near and Far image stitching (probably using Colandar features)
• OpenCV Apps

Minutes

Staffing

• Victor from Dec 1st, can start working full time
• Specialist Anatoli — (now full time)
  • On spin images
    • Gary will turn in object capture system this week
    • CMake might move to him
  • Need to have a CVS control person

Robots needs

• Matching boundary fragments
  • Boundary matches give distance, not optimal alignments
  • Lowe paper on curve fitting?
• Wall outlet finding Near and Far
  • Far finding template matching
    • Use Colandar features first
  • Near finding
    • Template matching
    • Hausdorff distance
    • Sub-pixel peak localization for normalized correlation
• C++ templates for matrices
  • Is a harder task than thought
  • Created basic set of operations, but extensions take too much code
    • Few more days to study using more compact techniques.

Action Items

Gary

• Send Anatoli spin image point clouds
• Check in data collection application
• Set up application contribution area for OpenCV
• Find out who to interface with for Cmake
• Hausdorf finding references to Vadim
  • http://cgm.cs.mcgill.ca/~godfried/teaching/cg-projects/98/normand/main.html
• Put image stitching up on OpenCV wiki

Vadim

• CMake (Alexi) conversion to Anatoli
• Assign a “ROS” master
• Send matrix templates
• Study and implement Hausdorf distance
• Study boundary fragments fitting, maybe from Lowe?

Agenda

• Udates
• Workshops etc
• Need for working with ROS
• Pattern recognition needs
• Interface (templates etc)
• wImage

Minutes

Updates

• Vadim
  • Matrix nearly finished, will send code and docs
    • Functionally it compares well with other template packages
    • and converts well to CvMat, performance is OK for small
    • for big matrices, most time is spent processing, so overhead doesn’t mater.
    • Matrix class, remembers its position within the container class
    • Next: Finding outlets or Mech Turk
• Got a CMake contribution by Jose Luis Blanco. Great help but doesn’t do configuration
  • Anatoli is working on configuration
  • Alexi extending to Windows
  • Early next week, we’ll have CMake
    • Next week
• Victor
  • Have candidate for second RCG position. Good in CS, concerns in program
  • Possibly hire short term at first

Pattern recognition

• Outlets
  • See list and images of outlet types
  • Far range (3M)
    • Viola-Jones
    • Calander/LePeit
    • Normed Crosscorrelation.
    • Near range (0.5M) for camera in “elbow” of arm
    • Finding the orientation of the plug
• Doorknob detection
  • Hope to collect
• More general object recognition
  • Boundary feature
  • spin images
  • 3D shape context

Workshops

• CVPR Nov 30th deadline … will submit something involving Mech Turk, imagery, dense depth (?0
• Train synthetic work on real, maybe part of the workshop

Action Items

• Vadim
  • Finish CMake for OpenCV
• For next week, we’ll need to establish ROS build
• Victor
  • try template matching technique with and without chessboards.
• Gary: On outlets
  • Collect data
  • Running Viola Jones
  • Running Calendar

Agenda

• Some update
  • Gary:
    • Working on Mechanical Turk interface
    • Pattern recognition functions (have outlet detector now)
  • Vadim, Victor
• CMake and build with ROS
  • We need to put out tagged ROS “releases”, maybe every 2 weeks to clean the ROS build.
• Interface issues
  • Progress on Matrix
  • Extend alpha channels, especially for projection and bit operators
• Research issues
  • Will need 3D rendering
  • Mesh
  • Extremely random forests with:
    • Variable importance
    • Random node decisions, and random linear separators
    • Cross validation (for every function)
    • Robust plane detection, warping.
• Examples
  • wImage needs simple example program
  • SURF example
• New features
  • Star descriptor from ROS (good now)
  • C descriptor soon
  • Extremely random forests in very flexible accessible way
  • General use of cross validation in ML
• Wish list
  • Better image stitching
  • Alpha channel support (as above)

Minutes

• Victor collected 100 outlets
  • Collected > 100 outlets
  • Normalized cross correlation
    • works better on office
      • Many false positives
      • Did literature search
        • Use adaboost or cross correlation + edge features
        • Champfer matching
• Vadim has finished the Matrix cvmatrix
  • Has test example used by JD Chen
    • Slower than cv and 82, but can be optimized
• CMake
  • Anatoly added lib support
    • Configuration much better
    • Merging windows
  • Added this week to CVS
  • Target date done with ROS, maybe this week.
    • Linux version ready

Action Items

• Gary get outlet data to Victor

Agenda

Active Issues

• Status of CMake
  • Need to set up a meeting to integrate it into ROS, possibly with Jeremy
    • Set a known cvs tag, and then we can use that to unify the ROS build.
• Update from Vadim
  • Status of spin features

Priorities

• Python is great, we should have better/accessible python bindings
• Robust plane detection from point cloud (many needs for this. methods in ROS)

Research

• Approach to outlet detection (which of course is resolution dependent)
  • FAR RANGE:
    • Star detector + C-descriptors (all in ROS right now),
      • then possibly geometric confirm.
  • NEAR RANGE/VISUAL SERVO
    • Sub pixel Hausdorf, correlation
  • Plug orientation ??? Again, resolution dependent
• Doorknobs
• General need: We’ll be working with Michael Black and his 3D fitting methods
  • but enhanced because we have 3D
  • Eigen shape decomposition of common objects (he did for humans)
  • 3D Rendering of objects for training

Updates

Gary

• First version of “real time” Mech Turk segment/labeler is working
• Focus detector “done”, except it should deal with
  • ROI and
  • Chessboard

Victor

• Outlet studies with
  • Correlation
  • Connected Components … and then use Adaboost
• Starting studies of doorknobs with Adaboost detector

Vadim

• CMake work

Minutes

CMake

• Still lacks Haar module and python
• Already committed to CVS
  • Builds all libs and tests
• Finished with python in one or two days
• Anatoli
  • Loaded ROS

Chessboard (Kurt)

• If chessboard isn’t found, takes a long time in search
• Should it have a real time tracking mode (?)

Fast rectification

• Seg fault
• Vadim sent just C code

Spin features are postponed for CMake work

• Looked at the code
• Brings up the need for how to deal with point clouds in OpenCV.
• In ROS point clouds are
  • Unordered vector of points
  • Array
  • Radu Rusu spatial histogram

Python

• For now just trying to get existing python rappers
• Using new C++ interface: New matrix

Plane finding

• Radu working on putting in tools
• vtk good for manipulating 3D (Open source status).

Action Items

Gary

• Converting Mech Turk labeler to a ROS node for NIPS demo
• Document Focus and Star detector
• Outlet data to Victor
• Talk to Radu about migrating tools

Vadim

• Check chessboard finder search mode
• Check with gcc earlier than 4.2 that sse is enabled
• Send Kurt C code for fast seg

Kurt

• Check C code

Move into OpenCV

• Star Detector, Patrick sent
• Focus detector, Gary sent
• Shadow Detector, Gary to send

Collected doorknobs

Agenda

• Updates
  • ROS compatibility
• Approx NN
• Data

Minutes

Vadim

• CMake works and is complete
  • All features from Linux and Windows are supported now
  • Previous system kept
  • OpenCV moved to SVN, posted to developers list
    • opencv_latest_tested is the “know good for ROS” tag
• Now support Videri camera in High GUI

Star Detector

• Just started looking at star detector

Victor

• Outlets
  • Connected components method
    • Showed similar results. Frontal views good ~100%. Side views not as good.
    • European dataset has rich texture and is harder
• Chessboard rectangle
  • Application is working, but getting error
    • Either bug or interlacing error
    • Working with simple digital camera
    • Hope to track down on Tuesday

Gary

• Used mechanical turk

Set up Application area for OpenCV

• Each has own Make file
• Need rules

Scanning

• What’s available? Commercial companies are too expensive
• We’ll handle this in the US, not in Russia

Action Items

Vadim

• Post SVN notice to user group
• Post SVN instructions to Source forge
• send Gary download instructions and tag name

Gary

• Tell Brian about CMake progress and get integrated
• Get star detector and C-descriptor info to Victor
• Doorknob data and maybe Mech Turk
• Send Vadim first example application

Victor

• Finish rectangle labeler