Description: a novel algorithm for fast tracking of generic objects in videos. The algorithm uses two components: a detector that makes use of the generalised Hough transform with pixel-based descriptors, and a probabilistic segmentation method based on global models for foreground and background. These components are used for tracking in a combined way, and they adapt each other in a co-training manner.
Through effective model adaptation and segmentation, the algorithm is able to track objects that undergo rigid and non-rigid deformations and considerable shape and appearance variations.
The proposed tracking method has been thoroughly evaluated on challenging standard videos, and outperforms state-of-the-art tracking methods designed for the same task. Finally, the proposed models allow for an extremely efficient implementation, and thus tracking is very fast.
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pixeltrack_v0.1\BGR2HSVdistLUT.cpp
...............\BGR2HSVdistLUT.h
...............\BGR2HSVhistLUT.cpp
...............\BGR2HSVhistLUT.h
...............\build\run_babenko.sh
...............\.....\run_nonrigid.sh
...............\CMakeLists.txt
...............\Draw.cpp
...............\Draw.h
...............\Error.cpp
...............\Error.h
...............\GradDispLUT.cpp
...............\GradDispLUT.h
...............\Histogram.cpp
...............\Histogram.h
...............\HSVPixelGradientModel.cpp
...............\HSVPixelGradientModel.h
...............\Image.h
...............\ImageOutput.cpp
...............\ImageOutput.h
...............\LICENSE
...............\Output.cpp
...............\Output.h
...............\OutputTXTFile.cpp
...............\OutputTXTFile.h
...............\OutputXMLFile.cpp
...............\OutputXMLFile.h
...............\PixelClassColourModel.cpp
...............\PixelClassColourModel.h
...............\pixeltrack.cpp
...............\README
...............\Rectangle.cpp
...............\Rectangle.h
...............\Timer.cpp
...............\Timer.h
...............\tltypes.h
...............\util.cpp
...............\util.h
...............\utils_cv.cpp
...............\utils_cv.h
...............\VideoInput.cpp
...............\VideoInput.h
...............\VideoInputFile.cpp
...............\VideoInputFile.h
...............\VideoOutput.cpp
...............\VideoOutput.h
...............\build
pixeltrack_v0.1
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