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» Nonparametric Bayesian Image Segmentation

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ICIP
2006
IEEE

141views Image Processing» more ICIP 2006»

Using Non-Parametric Kernel to Segment and Smooth Images Simultaneously

15 years 11 months ago

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Piecewise constant and piecewise smooth Mumford-Shah (MS) models have been widely studied and used for image segmentation. More complicated than piecewise constant MS, global Gaus...

Weihong Guo, Yunmei Chen

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ICCV
2007
IEEE

195views Computer Vision» more ICCV 2007»

Non-Parametric Probabilistic Image Segmentation

15 years 11 months ago

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We propose a simple probabilistic generative model for image segmentation. Like other probabilistic algorithms (such as EM on a Mixture of Gaussians) the proposed model is princip...

Marco Andreetto, Lihi Zelnik-Manor, Pietro Perona

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CVPR
2011
IEEE

314views Computer Vision» more CVPR 2011»

Nonparametric Density Estimation on A Graph: Learning Framework, Fast Approximation and Application in Image Segmentation

14 years 5 months ago

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We present a novel framework for tree-structure embedded density estimation and its fast approximation for mode seeking. The proposed method could ﬁnd diverse applications in co...

Zhiding Yu, Oscar Au, Ketan Tang

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BMVC
2001

100views Computer Vision» more BMVC 2001»

Colour Image Segmentation by Non-Parametric Density Estimation in Colour Space

14 years 11 months ago