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Title: mboben-spixel-989e153b58af Download
 Description: In this paper, we tackle the problem of unsupervised segmentation in the form of superpixels. Our main emphasis is on speed and accuracy. We build on [31] to define the problem as a boundary and topology preserving Markov random field. We propose a coarse to fine optimization technique that speeds up inference in terms of the number of updates by an order of magnitude. Our approach is shown to outperform [31] while employing a single iteration. We uate and compare our approach to state-of-the-art superpixel algorithms on the BSD and KITTI benchmarks. Our approach significantly outperforms the baselines in the segmentation metrics and achieves the lowest error on the stereo task.
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mboben-spixel-989e153b58af
..........................\CMakeLists.txt
..........................\README.txt
..........................\examples
..........................\........\basic
..........................\........\.....\69000.png
..........................\........\.....\config.yml
..........................\........\.....\config_batch.yml
..........................\........\.....\run.bat
..........................\........\.....\run.sh
..........................\........\.....\run_batch.bat
..........................\........\.....\run_batch.sh
..........................\........\stereo
..........................\........\......\000002_10L.png
..........................\........\......\000002_10L_left_disparity.png
..........................\........\......\000002_10R.png
..........................\........\......\config_stereo_kitti.yml
..........................\........\......\config_stereo_kitti_batch.yml
..........................\........\......\config_stereo_kitti_sgm.yml
..........................\........\......\run.bat
..........................\........\......\run.sh
..........................\........\......\run_batch.bat
..........................\........\......\run_batch.sh
..........................\........\......\run_sgm.bat
..........................\........\......\run_sgm.sh
..........................\src
..........................\...\ReadMe.txt
..........................\...\contrib
..........................\...\.......\SGMStereo.cpp
..........................\...\.......\SGMStereo.h
..........................\...\.......\tinydir.h
..........................\...\functions.cpp
..........................\...\functions.h
..........................\...\sallocator.cpp
..........................\...\sallocator.h
..........................\...\segengine.cpp
..........................\...\segengine.h
..........................\...\smemoryxx.h
..........................\...\spixel.cpp
..........................\...\spixel.vcxproj
..........................\...\spixel.vcxproj.filters
..........................\...\spixel.vcxproj.user
..........................\...\stdafx.cpp
..........................\...\stdafx.h
..........................\...\structures.cpp
..........................\...\structures.h
..........................\...\targetver.h
..........................\...\tsdeque.h
..........................\...\utils.cpp
..........................\...\utils.h
    

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