Image segmentation of overlapping particles in automatic size analysis using multi-flash imaging

Tze Ki Koh; Nicholas Miles; Steve Morgan; Barrie Hayes-Gill

doi:10.1109/WACV.2007.37

Image segmentation of overlapping particles in automatic size analysis using multi-flash imaging

Tze Ki Koh, Nicholas Miles, Steve Morgan, Barrie Hayes-Gill

Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

9 Citations (Scopus)

Abstract

In this paper, we propose a novel hardware approach to image segmentation, specifically in the case of overlapping particles. Our research is based on Multi-Flash Imaging (MFI), originally developed to detect depth discontinuities. Multiple images captured with different illumination conditions provide additional information about a scene compared to conventional segmentation techniques. Shadows are used to identify true object edges and underlying particles. We applied the new approach in automated particle size analysis and evaluated it against the watershed and canny edge detection techniques. Evaluation results confirm that MFI can be applied in image segmentation and reveals the superiority of the approach against conventional techniques in the case of overlapping particles.

Original language	English
Title of host publication	Proceedings - IEEE Workshop on Applications of Computer Vision, WACV 2007
DOIs	https://doi.org/10.1109/WACV.2007.37
Publication status	Published - 2007
Event	7th IEEE Workshop on Applications of Computer Vision, WACV 2007 - Austin, TX, United States Duration: 21 Feb 2007 → 22 Feb 2007

Publication series

Name	Proceedings - IEEE Workshop on Applications of Computer Vision, WACV 2007

Conference

Conference	7th IEEE Workshop on Applications of Computer Vision, WACV 2007
Country/Territory	United States
City	Austin, TX
Period	21/02/07 → 22/02/07

ASJC Scopus subject areas

Computer Vision and Pattern Recognition
Software

Access to Document

10.1109/WACV.2007.37

Cite this

@inproceedings{6da0011858c3405987c1bbfeb59e8e12,

title = "Image segmentation of overlapping particles in automatic size analysis using multi-flash imaging",

abstract = "In this paper, we propose a novel hardware approach to image segmentation, specifically in the case of overlapping particles. Our research is based on Multi-Flash Imaging (MFI), originally developed to detect depth discontinuities. Multiple images captured with different illumination conditions provide additional information about a scene compared to conventional segmentation techniques. Shadows are used to identify true object edges and underlying particles. We applied the new approach in automated particle size analysis and evaluated it against the watershed and canny edge detection techniques. Evaluation results confirm that MFI can be applied in image segmentation and reveals the superiority of the approach against conventional techniques in the case of overlapping particles.",

author = "Koh, {Tze Ki} and Nicholas Miles and Steve Morgan and Barrie Hayes-Gill",

year = "2007",

doi = "10.1109/WACV.2007.37",

language = "English",

isbn = "0769527949",

series = "Proceedings - IEEE Workshop on Applications of Computer Vision, WACV 2007",

booktitle = "Proceedings - IEEE Workshop on Applications of Computer Vision, WACV 2007",

note = "7th IEEE Workshop on Applications of Computer Vision, WACV 2007 ; Conference date: 21-02-2007 Through 22-02-2007",

}

Koh, TK, Miles, N, Morgan, S & Hayes-Gill, B 2007, Image segmentation of overlapping particles in automatic size analysis using multi-flash imaging. in Proceedings - IEEE Workshop on Applications of Computer Vision, WACV 2007., 4118776, Proceedings - IEEE Workshop on Applications of Computer Vision, WACV 2007, 7th IEEE Workshop on Applications of Computer Vision, WACV 2007, Austin, TX, United States, 21/02/07. https://doi.org/10.1109/WACV.2007.37

Image segmentation of overlapping particles in automatic size analysis using multi-flash imaging. / Koh, Tze Ki; Miles, Nicholas; Morgan, Steve et al.
Proceedings - IEEE Workshop on Applications of Computer Vision, WACV 2007. 2007. 4118776 (Proceedings - IEEE Workshop on Applications of Computer Vision, WACV 2007).

Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

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T1 - Image segmentation of overlapping particles in automatic size analysis using multi-flash imaging

AU - Koh, Tze Ki

AU - Miles, Nicholas

AU - Morgan, Steve

AU - Hayes-Gill, Barrie

PY - 2007

Y1 - 2007

N2 - In this paper, we propose a novel hardware approach to image segmentation, specifically in the case of overlapping particles. Our research is based on Multi-Flash Imaging (MFI), originally developed to detect depth discontinuities. Multiple images captured with different illumination conditions provide additional information about a scene compared to conventional segmentation techniques. Shadows are used to identify true object edges and underlying particles. We applied the new approach in automated particle size analysis and evaluated it against the watershed and canny edge detection techniques. Evaluation results confirm that MFI can be applied in image segmentation and reveals the superiority of the approach against conventional techniques in the case of overlapping particles.

AB - In this paper, we propose a novel hardware approach to image segmentation, specifically in the case of overlapping particles. Our research is based on Multi-Flash Imaging (MFI), originally developed to detect depth discontinuities. Multiple images captured with different illumination conditions provide additional information about a scene compared to conventional segmentation techniques. Shadows are used to identify true object edges and underlying particles. We applied the new approach in automated particle size analysis and evaluated it against the watershed and canny edge detection techniques. Evaluation results confirm that MFI can be applied in image segmentation and reveals the superiority of the approach against conventional techniques in the case of overlapping particles.

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U2 - 10.1109/WACV.2007.37

DO - 10.1109/WACV.2007.37

M3 - Conference contribution

AN - SCOPUS:34547186480

SN - 0769527949

SN - 9780769527949

T3 - Proceedings - IEEE Workshop on Applications of Computer Vision, WACV 2007

BT - Proceedings - IEEE Workshop on Applications of Computer Vision, WACV 2007

T2 - 7th IEEE Workshop on Applications of Computer Vision, WACV 2007

Y2 - 21 February 2007 through 22 February 2007

ER -

Image segmentation of overlapping particles in automatic size analysis using multi-flash imaging

Abstract

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ASJC Scopus subject areas

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