ChangeLog

Version 89 (Vadim Pisarevsky, 2015-12-22 07:08 pm)

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h1. OpenCV Change Logs
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h2. version:2.4.4 beta
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__February, 2013__
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p((((. !java_logo.svg.png!
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* This is the biggest news in 2.4.4 - we've got full-featured OpenCV Java bindings on a desktop, not only Android! Big thanks to Eric Christiansen for the contribution! See http://code.opencv.org/projects/opencv/wiki/Java_API_howto for details.
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p((((. !http://code.opencv.org/attachments/960/android_ocv_small.png!
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* TBD
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p((((. !CUDA.jpg!
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* TBD
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p((((. !OpenCL.jpg!
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* ocl module now builds successfully with various OpenCL SDKs (from AMD, NVidia and Apple). However, it's still known not to work properly on CPUs.
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p((((. !http://code.opencv.org/attachments/949/bug.png!
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* >100 reported problems have been resolved since 2.4.3
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h2. version:2.4.3
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__November, 2012__
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p((((. !threads.jpg!
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* Added universal @parallel_for@ implementation using various backends: TBB (cross-platform: http://threadingbuildingblocks.org), OpenMP (cross-platform: http://en.wikipedia.org/wiki/OpenMP), Grand Central Dispatch (iOS/MacOSX: http://en.wikipedia.org/wiki/Grand_Central_Dispatch), Concurrency (Visual Studio 2010 or later: http://msdn.microsoft.com/en-us/library/dd492418.aspx), C= (http://www.hoopoesnest.com/cstripes/cstripes-details.htm). Many exiting parallel OpenCV algorithms have been converted to the new primitive. Therefore, you can enjoy performance improvements even without having to install TBB and ship it with OpenCV-based applications.
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p((((. !http://code.opencv.org/attachments/960/android_ocv_small.png!
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* Improved OpenCV Manager, new Java samples framework, better camera support on Android, see [[Android Release Notes]] for details.
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p((((. !ios6.jpg!
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* *opencv2.framework* is now iOS6- and iPhone5- (armv7s) compatible. Thanks to the new threading mechanism several important OpenCV algorithms (e.g. face detection, bilateral filter, etc.) now run faster on A5 or newer dual-core chips. We also fixed bug in the framework build script and now the framework is built with "-O3" optimization instead of "-O0" in OpenCV 2.4.2. Finally, our GSoC students, Eduard Feicho and Charu Hans, have written detailed tutorials on how to add OpenCV to your iOS app, please, check http://docs.opencv.org/doc/tutorials/ios/table_of_content_ios/table_of_content_ios.html.
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p((((. !python.png!
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* Another our GSoC student, Alexander Mordvintsev, added several new exciting Python samples, including ASIFT, hand-written digit recognition, motion debluring and even the use of Amazon PiCloud. Check https://github.com/Itseez/opencv/tree/master/samples/python2
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p((((. !profile.jpg!
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* Yet another GSoC student Attila Novak has trained 2 new cascades, for silverware and profile faces. Check https://github.com/Itseez/opencv/tree/master/data/lbpcascades
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p((((. !denoising.jpg!
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* Another result from GSoC (that was a good year!): Victor Passichenko implemented non-local means denoising algorithm. It's not realtime, but quite decent. Please, check http://docs.opencv.org/trunk/modules/photo/doc/denoising.html
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p((((. !optflow.jpg!
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* Yet another result from GSoC (that was a good year indeed!): Yuri Zemlyansky implemented "simple flow" optical flow algorithm; check https://github.com/Itseez/opencv/tree/master/samples/cpp/simpleflow_demo.cpp.
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p((((. !CUDA.jpg!
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* Numerous improvements and new functionality in GPU module:
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  - device layer opened for users; now users write CUDA device code using OpenCV.
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  - LBP cascade support in cascade classifier
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  - fast non local means image denoising
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  - faster integral image calculation on Kepler
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  - Hough circles, Hough lines and generalized Hough transform implementation
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  - bilateral filter
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  - generalized Flood Fill connected component labeling
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  - background/foreground segmentation algorithms: Mixture of Gaussian, ViBe, GMG (A. Godbehere, A. Matsukawa, K. Goldberg) . 
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  - added confidence calculation into HOG
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p((((. !OpenCL.jpg!
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* Technology-preview version of ocl - OpenCL-accelerated computer vision algorithms, contributed by the Chinese Academy of Science. It includes:
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  - arithmetical operations
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  - filtering
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  - geometrical image transformations (resize, remap etc.)
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  - cascade classifier (i.e. face detector)
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  - optical flow
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currently, it only runs on GPUs.
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p((((. !http://code.opencv.org/attachments/949/bug.png!
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* ~130 reported problems have been resolved since 2.4.2
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p((((. !github.jpg!
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* OpenCV has never been that social. We are at github now: http://github.com/itseez/opencv. Grab the latest versions from there, submit pull requests.
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p((((. !update.jpg!
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* Since 2.4.3rc we fixed several build problems (OpenCV-based applications on Xcode 4.5 & iOS6, OpenCV+TBB on Windows etc.) and closed a few issues, reported at code.opencv.org.
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h2. version:2.4.2
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__July, 2012__
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p((((. !http://code.opencv.org/attachments/960/android_ocv_small.png!
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* Android package introduces a new service-based distribution model (see [[Android Release Notes]] for details).
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p((((. !http://code.opencv.org/attachments/951/freak.jpg!
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* New keypoint descriptor FREAK has been contributed by EPFL group: Kirell Benzi, Raphael Ortiz, Alexandre Alahi and Pierre Vandergheynst. It's claimed to be superior to ORB and SURF descriptors, yet it's very fast (comparable to ORB). Please, see source://trunk/opencv/samples/cpp/freak_demo.cpp.
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p((((. !http://code.opencv.org/attachments/950/eigenfaces_opencv.png!
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* Improved face recognizer and excellent tutorial on using it has been added by Philipp Wagner. Check the "face recognition tutorial":http://docs.opencv.org/modules/contrib/doc/facerec/facerec_tutorial.html.
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p((((. !http://code.opencv.org/attachments/948/100px-Apple_iOS_icon.png!
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* *opencv2.framework* for iOS has been created. You can either download the binary from SourceForge or build it yourself using the simple guide: http://docs.opencv.org/doc/tutorials/introduction/ios_install/ios_install.html#ios-installation. Also, you may be interested to look at some OpenCV on iOS samples, created by our GSoC 2012 students Eduard and Charu: gsoc2012:source:/ios/trunk and read the slides of the tutorial: gsoc2012:source:/ios/trunk/doc/CVPR2012_OpenCV4IOS_Tutorial.pdf
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p((((. !http://code.opencv.org/attachments/949/bug.png!
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* "Another 50 bugs":http://code.opencv.org/projects/opencv/issues?fixed_version_id=6&set_filter=1&status_id=5 have been fixed since 2.4.1 release.
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p((((. !http://code.opencv.org/attachments/952/logo.png!
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* It's not about the code, but now we have the brand-new user site, http://opencv.org and the new stack overflow-like site with answers to the most popular questions http://answers.opencv.org
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p((((. !http://code.opencv.org/attachments/956/cuda.png!
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* GPU module:
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  - reimplemented CUDA accelerated gpu::PyrLKOpticalFlow for dense and sparse cases. New implementation up 1.5 - 2 times faster then previous GPU  optimized. Updated optical flow samples
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  - implemented resize with area interpolation. CUDA optimized version for integer matrix types up 30 - 35 faster then not optimized OpenCV implementation and up 7 in worst case of 3 channel floating point matrix.
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h2. 2.4.1
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__June, 2012__
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* The GPU module now supports CUDA 4.1 and CUDA 4.2 and can be compiled with CUDA 5.0 preview.
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* Added API for storing OpenCV data structures in text string and reading them back:
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<pre><code class="cpp">
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//==== storing data ====
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FileStorage fs(".xml", FileStorage::WRITE + FileStorage::MEMORY);
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fs << "date" << date_string << "mymatrix" << mymatrix;
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string buf = fs.releaseAndGetString();
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//==== reading it back ====
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FileStorage fs(buf, FileStorage::READ + FileStorage::MEMORY);
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fs["date"] >> date_string;
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fs["mymatrix"] >> mymatrix;
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</code></pre>
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* "@cv::calcOpticalFlowPyrLK@":http://docs.opencv.org/modules/video/doc/motion_analysis_and_object_tracking.html#calcopticalflowpyrlk now supports precomputed pyramids as input.
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* Function signatures in documentation are made consistent with source code.
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* Restored python wrappers for SURF and MSER.
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* "45 more bugs":http://code.opencv.org/projects/opencv/issues?fixed_version_id=5&set_filter=1&status_id=5 in our bug tracker have been fixed
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h2. version:2.4.0
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__May, 2012__
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The major changes since 2.4 beta
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* OpenCV now provides pretty complete build information via cv::getBuildInformation().
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* reading/writing video via ffmpeg finally works and is now available on MacOS X too.
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note 1: we now demand reasonably fresh versions of ffmpeg/libav with libswscale included.
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note 2: if possible, try to avoid reading or writing more than one video simultaneously (even within a single thread) with ffmpeg 0.7.x or earlier, since they seem to use some global structures that are destroyed by the codecs executed synchronously. Either build and install a newer ffmpeg (0.10.x is recommended), or serialize your video i/o, or use parallel processes instead of threads.
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* MOG2 background subtraction by Zoran Zivkovic was optimized using TBB.
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* The reference manual has been updated to match OpenCV 2.4.0.
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* More than 20 bugs have been closed in our bug tracker. (http://code.opencv.org/projects/opencv/roadmap).
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* Asus Xtion is now properly supported for HighGUI. For now, you have to manually specify this device by using VideoCapture(CV_CAP_OPENNI_ASUS) instead of VideoCapture(CV_CAP_OPENNI).
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h2. 2.4 beta
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__April, 2012__
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As usual, we created 2.4 branch in our repository (http://code.opencv.org/svn/opencv/branches/2.4), where we will further stabilize the code. You can check this branch for changes periodically, before as well as after 2.4 release.
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h3. Common changes
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* At the age of 12, OpenCV got its own home! http://code.opencv.org is now the primary site for OpenCV development and http://opencv.org will be the official OpenCV user site.
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* Some of the old functionality from the modules @imgproc@, @video@, @calib3d@, @features2d@, @objdetect@ has been moved to legacy.
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* CMake scripts have been substantially modified. Now it's very easy to add new modules - just put the directory with include, src, doc and test sub-directories to the modules directory, create a very simple @CMakeLists.txt@ and your module will be built as a part of OpenCV. Also, it's possible to exclude certain modules from build (the CMake variables "@BUILD_opencv_<modulename>@" control that).
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h3. New functionality
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 * A new essential class @cv::Algorithm@ has been introduced. It's planned to be the fundamental part of all of the "non-trivial" OpenCV functionality. All Algorithm-based classes have the following features:
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 ** "virtual constructor", i.e. an algorithm instance can be created by name;
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 ** there is a list of available algorithms;
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 ** one can retrieve and set algorithm parameters by name;
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 ** one can save algorithm parameters to XML/YAML file and then load them.
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* A new ffmpeg wrapper has been created that features multi-threaded decoding, more robust video positioning etc. It's used with ffmpeg starting with 0.7.x versions.
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* @features2d@ API has been cleaned up. There are no more numerous classes with duplicated functionality. The base classes @FeatureDetector@ and @DescriptorExtractor@ are now derivatives of @cv::Algorithm@. There is also the base @Feature2D@, using which you can detect keypoints and compute the descriptors in a single call. This is also more efficient.
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* SIFT and SURF have been moved to a separate module named @nonfree@ to indicate possible legal issues of using those algorithms in user applications. Also, SIFT performance has been substantially improved (by factor of 3-4x).
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* The current state-of-art textureless detection algorithm, Line-Mod by S. Hinterstoisser, has been contributed by Patrick Mihelich. See @objdetect/objdetect.hpp@, class @Detector@.
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* 3 face recognition algorithms have been contributed by Philipp Wagner. Please, check @opencv/contrib/contrib.hpp@, @FaceRecognizer@ class, and @opencv/samples/cpp/facerec_demo.cpp@.
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* 2 algorithms for solving PnP problem have been added. Please, check @flags@ parameter in @solvePnP@ and @solvePnPRansac@ functions.
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* Enhanced @LogPolar@ implementation (that uses Blind-Spot model) has been contributed by Fabio Solari and Manuela Chessa, see @opencv/contrib/contrib.hpp@, @LogPolar_*@ classes and @opencv/samples/cpp/logpolar_bsm.cpp@ sample.
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* A stub module @photo@ has been created to support a quickly growing "computational photography" area. Currently, it only contains @inpainting@ algorithm, moved from @imgproc@, but it's planned to add much more functionality.
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* Another module @videostab@ (beta version) has been added that solves a specific yet very important task of video stabilization. The module is under active development. Please, check @opencv/samples/cpp/videostab.cpp@ sample. 
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* @findContours@ can now find contours on a 32-bit integer image of labels (not only on a black-and-white 8-bit image). This is a step towards more convenient connected component analysis.
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* @Canny@ edge detector can now be run on color images, which results in better edge maps 
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* Python bindings can now be used within python threads, so one can write multi-threaded computer vision applications in Python.
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h3. OpenCV on GPU
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* Different Optical Flow algorithms have been added:
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** Brox (contributed by NVidia)
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** PyrLK - both Dense and Sparse variations
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** Farneback
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* New feature detectors and descriptors:
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** @GoodFeaturesToTrack@
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** FAST/ORB which is patent free replacement of SURF.
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* Overall GPU module enhancements:
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** The module now requires CUDA 4.1 or later;
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** Improved similarity of results between CPU and GPU;
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** Added border extrapolation support for many functions;
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** Improved performance.
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* @pyrUp@/@pyrDown@ implementations.
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* Matrix multiplication on GPU (wrapper for the CUBLAS library). This is optional, user need to compile OpenCV with CUBLAS support.
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* @OpenGL back-end@ has been implemented for @highgui@  module, that allows to display @GpuMat@ directly without downloading them to CPU.
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h3. OpenCV4Android
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See the [[Android Release Notes]].
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h3. Performance
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* A few OpenCV functions, like color conversion, morphology, data type conversions, brute-force feature matcher have been optimized using TBB and/or SSE intrinisics.
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* Along with regression tests, now many OpenCV functions have got performance tests. Now for most modules one can build @opencv_perf_<modulename>@ executables that run various functions from the particular module and produce a XML file. Note that if you want to run those tests, as well as the normal regression tests, you will need to get (a rather big) http://code.opencv.org/svn/opencv/trunk/opencv_extra directory and set environment variable @OPENCV_TEST_DATA_PATH@ to "@<your_copy_of_opencv_extra>/testdata@".
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h3. Bug fixes
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* In this version we fixed literally hundreds of bugs. Please, check http://code.opencv.org/projects/opencv/versions/1 for a list of fixed issues.
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h3. Known issues
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* When OpenCV is built statically, dynamically created classes (via @Algorithm::create@) can fail because linker excludes the "unused" object files. To avoid this problem, create classes explicitly, e.g
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 <pre><code class="cpp">Ptr<DescriptorExtractor> d = new BriefDescriptorExtractor;</code></pre>
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h2. 2.3.1
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__August, 2011__
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h3. OpenCV4Android
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OpenCV Java bindings for Android platform are released in ''Beta 2'' quality. A lot of work is done to make them more stable and easier to use. Currently Java API has about 700 different OpenCV functions and covers 8 OpenCV modules including full port of features2d.
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h3. Other New Functionality and Features
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* Retina module has been contributed by Alexandre Benoit (in @opencv_contrib@ module). See the new retina sample and https://sites.google.com/site/benoitalexandrevision/.
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* Support for Ximea cameras (http://www.ximea.com/) in @highgui@ has been contributed by Ximea developers.
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* Planar subdivisions construction (Delaunay triangulation and Voronoi tessellation) have been ported to C++. See the new @delaunay2.cpp@ sample.
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* Several new Python samples have been added.
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* @FLANN@ in OpenCV has been upgraded to v1.6. Also, added Python bindings for @FLANN@.
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* We now support the latest FFMPEG (0.8.x) that features multi-threaded decoding. Reading videos in OpenCV has never been that fast.
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h3. Documentation
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* Quite a few new tutorials have been added. Check http://opencv.itseez.com/trunk for the up-to-date documentation.
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h3. Optimization
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* Performance of the sparse Lucas-Kanade optical flow has been greatly improved. On 4-core machine it is now 9x faster than the previous version.
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h3. Bug Fixes
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* Over 100 issues have been resolved since 2.3 release. Most of the issues (closed and still open) are listed at http://code.opencv.org/projects/opencv/issues?set_filter=1.
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h3. Known issues
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* TBB debug binaries are missed in the Windows installer. Here is a workaround:
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** Download @tbb30_20110427oss_win.zip@ from the "TBB website":http://threadingbuildingblocks.org/ver.php?fid=171.
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** Unzip and copy the @tbb*_debug.dll@ files from _bin/<ARCH>/<COMPILER>_ to the corresponding folder in the installed OpenCV location in _<OPENCVCV_ROOT>/build/common/tbb/<ARCH>/<COMPILER>_
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h2. 2.3
309 39 Vadim Pisarevsky
310 1
__July, 2011__
311 1
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h3. Modifications and Improvements since 2.3rc
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314 1
* A few more bugs reported in the OpenCV bug tracker have been fixed.
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316 67 Vadim Pisarevsky
* Documentation has been improved a lot! The new reference manual combines information for C++ and C interfaces, the OpenCV 1.x-style Python bindings and the new C++-style Python bindings. It has also been thoroughly checked for grammar, style and integrity.
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  Besides, there are new and updated tutorials.
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  The up-to-date online documentation is available at http://opencv.itseez.com.
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* The new binary package includes various pre-compiled libs:
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   https://sourceforge.net/projects/opencvlibrary/files/opencv-win/2.3/
324 1
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   Unfortunately, it's not a full-scale installation package, but simply a self-extracting archive with a @readme.txt@ supplied.
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   The installation package is probably to come in the next version.
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328 1
* VS2005 should build OpenCV 2.3 out of the box, including @DirectShow@ support.
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330 1
* ffmpeg bindings are now available for all Windows users via compiler- and configuration- and
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    version-independent @opencv_ffmpeg.dll@ (for 32-bit compilers) and @opencv_ffmpeg_64.dll@ (for 64-bit compilers).
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h2. 2.3rc
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335 1
__June, 2011__
336 1
337 1
h3. General Modifications and Improvements
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* Buildbot-based Continuous Integration system is now continuously testing OpenCV snapshots. The current status is available at http://buildbot.itseez.com
340 36 Vadim Pisarevsky
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* OpenCV switched to Google Test (http://code.google.com/p/googletest/) engine for regression and correctness tests. Each module now has "test" sub-directory which includes the corresponding tests.
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343 1
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h3. New Functionality, Features
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346 1
* Many functions and methods now take @InputArray@/@OutputArray@ instead of @cv::Mat@ references. It retains compatibility with the existing code and yet brings more natural support for STL vectors and potentially other "foreign" data structures to OpenCV. See http://opencv.itseez.com/modules/core/doc/intro.html#inputarray-and-outputarray for details.
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348 36 Vadim Pisarevsky
* @core@
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** @LAPACK@ is not used by OpenCV anymore. The change decreased the library footprint and the compile time. We now use our own implementation of Jacobi SVD. SVD performance on small matrices (2x2 to 10x10) has been considerably improved; on larger matrices it is still pretty good. SVD accuracy on poorly-conditioned matrices has also been polished.
350 1
** Arithmetic operations now support mixed-type operands and arbitrary number of channels.
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* @features2d@
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** Completely new patent-free @BRIEF@ and @ORB@ feature descriptors have been added.
354 1
** Very fast LSH matcher for @BRIEF@ and @ORB@ descriptors will be added in 2.3.1.
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* @calib3d@
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** A new calibration pattern, "circles grid":http://code.opencv.org/svn/opencv/branches/2.3/opencv/doc/acircles_pattern.png, has been added. See findCirclesGrid() function and the updated calibration.cpp sample. With the new pattern calibration accuracy is usually much higher.
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* @highgui@
360 1
** [Windows] @videoInput@ is now a part of @highgui@. If there are any problems with compiling @highgui@, set @WITH_VIDEOINPUT=OFF@ in CMake.
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* @stitching@
363 1
** @opencv_stitching@ is a beta version of new application that makes a panorama out of a set of photos taken from the same point.
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365 36 Vadim Pisarevsky
* @python@
366 1
** Now there are 2 extension modules: @cv@ and @cv2@. @cv2@ includes wrappers for OpenCV 2.x functionality. @opencv/samples/python2@ contain a few samples demonstrating @cv2@ in use.
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* @contrib@
369 1
** A new experimental variational stereo correspondence algorithm @StereoVar@ has been added.
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* @gpu@
372 1
** the module now requires CUDA 4.0 or later; Many improvements and bug fixes have been made.
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374 1
h3. Android port
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376 38 Vadim Pisarevsky
* With support from NVIDIA, OpenCV Android port (which is actually not a separate branch of OpenCV, it's the same code tree with additional build scripts) has been greatly improved, a few demos developed. Camera support has been added as well.
377 1
  See [[Android Release Notes#231-beta1]] for details.
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379 1
h3. Documentation
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381 1
* OpenCV documentation is now written in @ReStructured Text@ and built using @Sphinx@ (http://sphinx.pocoo.org).
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383 1
* It's not a single reference manual now, it's 4 reference manuals (OpenCV 2.x C++ API, OpenCV 2.x Python API, OpenCV 1.x C API, OpenCV 1.x Python API), the emerging user guide and a set of tutorials for beginners.
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385 1
* Style and grammar of the main reference manual (OpenCV 2.x C++ API) have been thoroughly checked and fixed.
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387 1
* Online up-to-date version of the manual is available at http://opencv.itseez.com
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h3. Samples
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392 1
* Several samples using the new Python bindings (cv2 module) have been added: http://code.opencv.org/svn/opencv/branches/2.3/opencv/samples/python2
393 1
394 1
395 1
h3. Optimization
396 1
397 36 Vadim Pisarevsky
* Several ML algorithms have been threaded using TBB.
398 1
399 1
h3. Bug Fixes
400 1
401 36 Vadim Pisarevsky
* Over 250 issues have been resolved. Most of the issues (closed and still open) are listed at http://code.opencv.org/projects/opencv/issues?set_filter=1.
402 1
403 1
h3. Known Problems/Limitations
404 36 Vadim Pisarevsky
405 1
* Documentation (especially on the new Python bindings) is still being updated. Watch http://opencv.itseez.com for updates.
406 36 Vadim Pisarevsky
407 2 Vadim Pisarevsky
* Android port does not provide Java interface for OpenCV. It is going to be added to "2.3 branch":http://code.opencv.org/svn/opencv/branches/2.3/opencv in a few weeks.
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h2. 2.2
411 39 Vadim Pisarevsky
412 1
__December, 2010__
413 1
414 1
h3. General Modifications and Improvements
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* The library has been reorganized. Instead of @cxcore@, @cv@, @cvaux@, @highgui@ and @ml@ we now have several smaller modules:
417 37 Vadim Pisarevsky
** @opencv_core@ - core functionality (basic structures, arithmetics and linear algebra, dft, XML and YAML I/O ...).
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** @opencv_imgproc@ - image processing (@filter@, @GaussianBlur@, @erode@, @dilate@, @resize@, @remap@, @cvtColor@, @calcHist@ etc.)
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** @opencv_highgui@ - GUI and image & video I/O
420 37 Vadim Pisarevsky
** @opencv_ml@ - statistical machine learning models (SVM, Decision Trees, Boosting etc.)
421 37 Vadim Pisarevsky
** @opencv_features2d@ - 2D feature detectors and descriptors (SURF, FAST etc., including the new feature detectors-descriptor-matcher framework)
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** @opencv_video@ - motion analysis and object tracking (optical flow, motion templates, background subtraction)
423 37 Vadim Pisarevsky
** @opencv_objdetect@ - object detection in images (Haar & LBP face detectors, HOG people detector etc.)
424 37 Vadim Pisarevsky
** @opencv_calib3d@ - camera calibration, stereo correspondence and elements of 3D data processing
425 37 Vadim Pisarevsky
** @opencv_flann@ - the Fast Library for Approximate Nearest Neighbors (@FLANN@ 1.5) and the OpenCV wrappers
426 37 Vadim Pisarevsky
** @opencv_contrib@ - contributed code that is not mature enough
427 37 Vadim Pisarevsky
** @opencv_legacy@ - obsolete code, preserved for backward compatibility
428 1
** @opencv_gpu@ - acceleration of some OpenCV functionality using @CUDA@ (relatively unstable, yet very actively developed part of OpenCV)
429 1
430 1
If you detected OpenCV and configured your make scripts using CMake or pkg-config tool, your code will likely build fine without any changes. Otherwise, you will need to modify linker parameters (change the library names) and update the include paths.
431 37 Vadim Pisarevsky
432 1
It is still possible to use @#include <cv.h>@ etc. but the recommended notation is:
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434 37 Vadim Pisarevsky
<pre><code class="cpp">
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#include "opencv2/imgproc/imgproc.hpp"
436 37 Vadim Pisarevsky
...
437 1
</code></pre>
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439 1
Please, check the new C and C++ samples (http://code.opencv.org/svn/opencv/trunk/opencv/samples), which now include the new-style headers.
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441 67 Vadim Pisarevsky
* The new-style wrappers now cover much more of OpenCV 2.x API. The documentation and samples are to be added later. You will need numpy in order to use the extra functionality.
442 28 Vadim Pisarevsky
   SWIG-based Python wrappers are not included anymore.
443 37 Vadim Pisarevsky
444 28 Vadim Pisarevsky
* OpenCV can now be built for Android (GSoC 2010 project), thanks to Ethan Rublee; and there are some samples too. Please, check [[OpenCV4Android]]
445 37 Vadim Pisarevsky
446 1
* The completely new @opencv_gpu@ acceleration module has been created with support by NVIDIA. See below for details.
447 1
448 28 Vadim Pisarevsky
449 28 Vadim Pisarevsky
h3. New Functionality, Features
450 37 Vadim Pisarevsky
451 37 Vadim Pisarevsky
* @core@
452 37 Vadim Pisarevsky
** The new @cv::Matx<T, m, n>@ type for fixed-type fixed-size matrices has been added. @Vec<T, n>@ is now derived from @Matx<T, n, 1>@. The class can be used for very small matrices, where @cv::Mat@ use implies too much overhead. The operators to convert @Matx@ to @Mat@ and backwards are available.
453 37 Vadim Pisarevsky
** @cv::Mat@ and @cv::MatND@ are made the same type: @typedef cv::Mat cv::MatND@.
454 37 Vadim Pisarevsky
    Note that many functions do not check the matrix dimensionality yet, so be careful when processing 3-, 4- ... dimensional matrices using OpenCV.
455 37 Vadim Pisarevsky
** Experimental support for Eigen 2.x/3.x is added (@WITH_EIGEN2@ option in CMake). Again, there are convertors from Eigen2 matrices to @cv::Mat@ and backwards. See @modules/core/include/opencv2/core/eigen.hpp@.
456 37 Vadim Pisarevsky
** @cv::Mat@ can now be print with "@<<@" operator. See @opencv/samples/cpp/cout_mat.cpp@.
457 1
** @cv::exp@ and @cv::log@ are now much faster thanks to SSE2 optimization.
458 37 Vadim Pisarevsky
459 37 Vadim Pisarevsky
* @imgproc@
460 37 Vadim Pisarevsky
** color conversion functions have been rewritten;
461 37 Vadim Pisarevsky
** RGB->Lab & RGB->Luv performance has been noticeably improved. Now the functions assume sRGB input color space (e.g. gamma=2.2). If you want the original linear RGB->L** conversion (i.e. with gamma=1), use @CV_LBGR2LAB@ etc.
462 37 Vadim Pisarevsky
** VNG algorithm for Bayer->RGB conversion has been added. It's much slower than the simple interpolation algorithm, but returns significantly more detailed images
463 37 Vadim Pisarevsky
** The new flavors of RGB->HSV/HLS conversion functions have been added for 8-bit images. They use the whole 0..255 range for the H channel instead of 0..179. The conversion codes are @CV_RGB2HSV_FULL@ etc.
464 1
** special variant of @initUndistortRectifyMap@ for wide-angle cameras has been added: @initWideAngleProjMap()@
465 37 Vadim Pisarevsky
466 37 Vadim Pisarevsky
* @features2d@
467 1
** the unified framework for keypoint extraction, computing the descriptors and matching them has been introduced. The previously available and some new detectors and descriptors, like @SURF@, @FAST@, @StarDetector@ etc. have been wrapped to be used through the framework. The key advantage of the new framework (besides the uniform API for different detectors and descriptors) is that it also provides high-level tools for image matching and textured object detection. Please, see documentation http://opencv.itseez.com/modules/features2d/doc/common_interfaces_of_feature_detectors.html
468 37 Vadim Pisarevsky
      and the C++ samples:
469 37 Vadim Pisarevsky
*** @descriptor_extractor_matcher.cpp@ - finding object in a scene using keypoints and their descriptors.
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*** @generic_descriptor_matcher.cpp@ - variation of the above sample where the descriptors do not have to be computed explicitly.
471 37 Vadim Pisarevsky
*** @bagofwords_classification.cpp@ - example of extending the framework and using it to process data from the VOC databases: http://pascallin.ecs.soton.ac.uk/challenges/VOC/
472 37 Vadim Pisarevsky
** the newest super-fast keypoint descriptor BRIEF by Michael Calonder has been integrated by Ethan Rublee. See the sample @opencv/samples/cpp/video_homography.cpp@
473 1
** SURF keypoint detector has been parallelized using TBB (the patch is by imahon and yvo2m)
474 37 Vadim Pisarevsky
475 37 Vadim Pisarevsky
* @objdetect@
476 1
** LatentSVM object detector, implementing P. Felzenszwalb algorithm, has been contributed by Nizhniy Novgorod State University (NNSU) team. See @opencv/samples/c/latentsvmdetect.cpp@
477 37 Vadim Pisarevsky
478 37 Vadim Pisarevsky
* @calib3d@
479 1
** The new rational distortion model:
480 37 Vadim Pisarevsky
481 37 Vadim Pisarevsky
    @x' = x * (1@ + @k@~1~ * @r@^2^ + @k@~2~ * @r@^4^ + @k@~3~ * @r@^6^@)/(1@ + @k@~4~ * @r@^2^ + @k@~5~ * @r@^4^ + @k@~6~ * @r@^6^@) +@ _<tangential_distortion for @x@>_,
482 1
    @y' = y * (1@ + @k@~1~ * @r@^2^ + @k@~2~ * @r@^4^ + @k@~3~ * @r@^6^@)/(1@ + @k@~4~ * @r@^2^ + @k@~5~ * @r@^4^ + @k@~6~ * @r@^6^@) +@ _<tangential_distortion for @y@>_
483 37 Vadim Pisarevsky
484 37 Vadim Pisarevsky
    has been introduced. It is useful for calibration of cameras with wide-angle lenses. 
485 37 Vadim Pisarevsky
    Because of the increased number of parameters to optimize you need to supply more data to robustly estimate all of them. Or, simply initialize the distortion vectors with zeros and pass @CV_CALIB_RATIONAL_MODEL@ to enable the new model @CV_CALIB_FIX_K3 + CV_CALIB_FIX_K4 + CV_CALIB_FIX_K5@ or other such combinations to selectively enable or disable certain coefficients.
486 1
** rectification of trinocular camera setup, where all 3 heads are on the same line, is added. see @samples/cpp/3calibration.cpp@
487 37 Vadim Pisarevsky
488 37 Vadim Pisarevsky
* @ml@
489 1
** Gradient boosting trees model has been contributed by NNSU team.
490 37 Vadim Pisarevsky
491 37 Vadim Pisarevsky
* @highgui@
492 37 Vadim Pisarevsky
** Experimental Qt backend for OpenCV has been added as a result of GSoC 2010 project, completed by Yannick Verdie. The backend has a few extra features, not present in the other backends, like text rendering using TTF fonts, separate "control panel" with sliders, push-buttons, checkboxes and radio buttons, interactive zooming, panning of the images displayed in @highgui@ windows, "save as" etc. Please, check the youtube videos where Yannick demonstrates the new features: http://www.youtube.com/user/MrFrenchCookie#p/u
493 37 Vadim Pisarevsky
** The new API is described here: http://opencv.itseez.com/modules/highgui/doc/qt_new_functions.html To make use of the new API, you need to have Qt SDK (or @libqt4@ with development packages) installed on your machine, and build OpenCV with Qt support (pass @-DWITH_QT=ON@ to CMake; watch the output, make sure Qt is used as GUI backend)
494 37 Vadim Pisarevsky
** 16-bit and LZW-compressed TIFFs are now supported.
495 1
** You can now set the mode for IEEE1394 cameras on Linux.
496 37 Vadim Pisarevsky
497 37 Vadim Pisarevsky
* @contrib@
498 1
** Chamfer matching algorithm has been contributed by Marius Muja, Antonella Cascitelli, Marco Di Stefano and Stefano Fabri. See @samples/cpp/chamfer.cpp@
499 37 Vadim Pisarevsky
500 37 Vadim Pisarevsky
* @gpu@
501 1
    This is completely new part of OpenCV, created with the support by NVIDIA.
502 1
    Note that the package is at alpha, probably early beta state, so use it with care and check OpenCV SVN for updates.
503 1
504 1
    In order to use it, you need to have the latest NVidia CUDA SDK installed, and build OpenCV with CUDA support (@-DWITH_CUDA=ON@ CMake flag).
505 37 Vadim Pisarevsky
506 37 Vadim Pisarevsky
    All the functionality is put to @cv::gpu@ namespace. The full list of functions and classes can be found at
507 37 Vadim Pisarevsky
    @opencv/modules/gpu/include/opencv2/gpu/gpu.hpp@, and here are some major components of the API:
508 37 Vadim Pisarevsky
** image arithmetics, filtering operations, morphology, geometrical transformations, histograms
509 37 Vadim Pisarevsky
** 3 stereo correspondence algorithms: Block Matching, Belief Propagation and Constant-Space Belief Propagation.
510 37 Vadim Pisarevsky
** HOG-based object detector. It runs more than order of magnitude faster than the CPU version!
511 10 Vadim Pisarevsky
    See @opencv/samples/gpu@
512 37 Vadim Pisarevsky
513 37 Vadim Pisarevsky
* @python@ bindings
514 28 Vadim Pisarevsky
  A lot more of OpenCV 2.x functionality is now covered by Python bindings.
515 37 Vadim Pisarevsky
516 37 Vadim Pisarevsky
  These new wrappers require @numpy@ to be installed
517 1
  (see http://opencv.willowgarage.com/wiki/InstallGuide for details).
518 37 Vadim Pisarevsky
519 37 Vadim Pisarevsky
  Likewise the C++ API, in the new Python bindings you do not need to allocate output arrays.
520 1
  They will be automatically created by the functions.
521 37 Vadim Pisarevsky
522 1
  Here is a micro example:
523 37 Vadim Pisarevsky
524 37 Vadim Pisarevsky
  <pre><code class="python">
525 1
  import cv
526 37 Vadim Pisarevsky
527 37 Vadim Pisarevsky
  a=cv.imread("lena.jpg",0)
528 37 Vadim Pisarevsky
  b=cv.canny(a, 50, 100, apertureSize=3)
529 37 Vadim Pisarevsky
  cv.imshow("test",b)
530 1
  cv.waitKey(0)</code></pre>
531 37 Vadim Pisarevsky
532 1
  In the sample @a@ and @b@ are normal @numpy@ arrays, so the whole power of @numpy@ and @scipy@ can now be combined with OpenCV functionality.
533 1
534 1
h3. Documentation, Samples
535 37 Vadim Pisarevsky
536 68 Vadim Pisarevsky
* Links to wiki pages have been added to each function description, see http://opencv.willowgarage.com
537 37 Vadim Pisarevsky
538 68 Vadim Pisarevsky
* All the samples have been documented with default output ''(0 or incomplete number of parameters)'' set to print out "howto" run instructions; most samples have been converted to C++ to use the new OpenCV API.
539 1
540 1
h3. Bug Fixes
541 37 Vadim Pisarevsky
542 1
* Over 300 issues have been resolved. Most of the issues (closed and still open) are listed at http://code.opencv.org/projects/opencv/issues?set_filter=1
543 37 Vadim Pisarevsky
544 1
* The old bug tracker at https://sourceforge.net/projects/opencvlibrary/ is now closed for updates. As soon as all the still relevant bug reports will be moved to code.ros.org, the old bug tracker will be completely deleted. Please, use the new tracker from now on.
545 1
546 1
h3. Known Problems/Limitations
547 37 Vadim Pisarevsky
548 47 Vadim Pisarevsky
* Installation package for Windows is still 32-bit only and does not include TBB support. You can build parallel or 64-bit version of OpenCV from the source code.
549 49 Vadim Pisarevsky
550 47 Vadim Pisarevsky
h2. Previous versions
551 47 Vadim Pisarevsky
552 81 Vadim Pisarevsky
[[ChangeLog_v10-v21|ChangeLog v1.0 - v2.1]]