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We present a simple, efficient model for learning boundary detection based on a random forest classifier.
Classification and regression trees
L. Breiman, J. Friedman, C. J. Stone, and R. A. Olshen · 1984
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A computational approach to edge detection
J. Canny · 1986
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Edge focusing
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The design and use of steerable filters
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Probabilistic outputs for support vector machines and comparisons to regularized likelihood methods
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Statistics of natural image categories
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Learning to detect natural image boundaries using local brightness, color, and texture cues
D. R. Martin, C. C. Fowlkes, and J. Malik · 2004
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Boundary extraction in natural images using ultrametric contour maps
P. Arbelaez · 2006
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Supervised learning of edges and object boundaries
P. Dollar, Z. Tu, and S. Belongie · 2006
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Multi-scale improves boundary detection in natural images
X. Ren · 2008
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Contour detection and hierarchical image segmentation
P. Arbelaez, M. Maire, C. Fowlkes, and J. Malik · 2011
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Generalized boundaries from multiple image interpretations
M. Leordeanu, R. Sukthankar, and C. Sminchisescu · 2012
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Discriminatively trained sparse code gradients for contour detection
R. Xiaofeng and L. Bo · 2012
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Sketch tokens: A learned mid-level representation for contour and object detection
J. J. Lim, C. L. Zitnick, and P. Dollár · 2013
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Multiscale combinatorial grouping
P. Arbeláez, J. Pont-Tuset, J. T. Barron, F. Marques, and J. Malik · 2014
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Fast edge detection using structured forests
P. Dollár and C. L. Zitnick · 2014
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Crisp boundary detection using pointwise mutual information
P. Isola, D. Zoran, D. Krishnan, and E. H. Adelson · 2014
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Visual boundary prediction: A deep neural prediction network and quality dissection
J. J. Kivinen, C. K. Williams, N. Heess, and D. Technologies · 2014
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Reconstructive sparse code transfer for contour detection and semantic labeling
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Decision forests for computer vision and medical image analysis
A. Criminisi and J. Shotton · 2013
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Structured forests for fast edge detection
P. Dollár and C. L. Zitnick · 2013
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M. Maire, S. X. Yu, and P. Perona · 2014
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Fast edge detection using structured forests
P. Dollár and C. L. Zitnick · 2015
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