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Acivs 2010 Automated Segmentation of Endoscopic Images Based on Local Shape-Adaptive Filtering and Color Descriptors

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Artur Klepaczko and Piotr Szczypinski Automated Segmentation of Endoscopic Images Based on Local Shape-Adaptive Filtering and Color Descriptors

This paper presents a novel technique for automatic segmentation of wireless capsule endoscopic images. The main contribution resides in the integration of three computational blocks: 1) local polynomial approximation algorithm which finds locally-adapted neighborhood of each pixel; 2) color texture analysis which describes each pixel by a vector of numerical attributes that reflect this pixel local neighborhood characteristcs; and 3) cluster analysis (k-means) for grouping pixels into homgeneous regions based on their color information. The proposed approach leads to a robust segmentation procedure which produces fine segments well matched to the image contents.

 

Acivs 2010 , Dec. 13-16, 2010, Macquarie University, Sydney, Australia

 

Local Polynomial Approximation for Unsupervised Segmentation of Endoscopic Images

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A. Klepaczko, P. Szczypiński, P. Daniel & M. Pazurek, Local Polynomial Approximation for Unsupervised Segmentation of Endoscopic Images, 2010 Computer Vision and Graphics, Lecture Notes in Computer Science, Vol. 6375, pp. 33-40

 

Automated Segmentation of Endoscopic Images Based on Local Shape-Adaptive Filtering and Color Descriptors

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A. Klepaczko and P. Szczypiński, Automated Segmentation of Endoscopic Images Based on Local Shape-Adaptive Filtering and Color Descriptors, Advanced Concepts for Intelligent Vision Systems, Lecture Notes in Computer Science, 2010, Volume 6474/2010, 245-254

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IPC 2010 Automated Recognition of Abnormal Srtuctures in WCE Images Based on Texture Most Discriminative Description

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Piotr Szczypinski, Artur Klepaczko Automated Recognition of Abnormal Srtuctures in WCE Images Based on Texture Most Discriminative Description

IP&C 2010 , Oct. 20, 2010, Bydgoszcz, Poland

 

IPC 2010 Implementation of Computer Vision Algorithms in Direct Show Technology

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Piotr Szczypinski, Paweł Pełczynski, Dominik Szajerman, Paweł Strumiłło Implementation of Computer Vision Algorithms in Direct Show Technology

IP&C 2010 , Oct. 20, 2010, Bydgoszcz, Poland

 


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