Literature DB >> 25426272

A Minimum Spanning Forest Based Hyperspectral Image Classification Method for Cancerous Tissue Detection.

Robert Pike1, Samuel K Patton1, Guolan Lu2, Luma V Halig1, Dongsheng Wang3, Zhuo Georgia Chen3, Baowei Fei4.   

Abstract

Hyperspectral imaging is a developing modality for cancer detection. The rich information associated with hyperspectral images allow for the examination between cancerous and healthy tissue. This study focuses on a new method that incorporates support vector machines into a minimum spanning forest algorithm for differentiating cancerous tissue from normal tissue. Spectral information was gathered to test the algorithm. Animal experiments were performed and hyperspectral images were acquired from tumor-bearing mice. In vivo imaging experimental results demonstrate the applicability of the proposed classification method for cancer tissue classification on hyperspectral images.

Entities:  

Keywords:  Hyperspectral imaging; image classification; minimum spanning forest; support vector machine

Year:  2014        PMID: 25426272      PMCID: PMC4241346          DOI: 10.1117/12.2043848

Source DB:  PubMed          Journal:  Proc SPIE Int Soc Opt Eng        ISSN: 0277-786X


  14 in total

1.  Spectral-spatial classification of hyperspectral data based on a stochastic minimum spanning forest approach.

Authors:  Kévin Bernard; Yuliya Tarabalka; Jesús Angulo; Jocelyn Chanussot; Jón Atli Benediktsson
Journal:  IEEE Trans Image Process       Date:  2011-11-11       Impact factor: 10.856

2.  3D ultrasound image segmentation using wavelet support vector machines.

Authors:  Hamed Akbari; Baowei Fei
Journal:  Med Phys       Date:  2012-06       Impact factor: 4.071

3.  A region dissimilarity relation that combines feature-space and spatial information for color image segmentation.

Authors:  Sokratis Makrogiannis; George Economou; Spiros Fotopoulos
Journal:  IEEE Trans Syst Man Cybern B Cybern       Date:  2005-02

4.  Automation of ROI extraction in hyperspectral breast images.

Authors:  B Kim; N Kehtarnavaz; P LeBoulluec; H Liu; Y Peng; D Euhus
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2013

5.  Segmentation and classification of hyperspectral images using minimum spanning forest grown from automatically selected markers.

Authors:  Yuliya Tarabalka; Jocelyn Chanussot; Jón Atli Benediktsson
Journal:  IEEE Trans Syst Man Cybern B Cybern       Date:  2009-12-31

6.  A multiscale and multiblock fuzzy C-means classification method for brain MR images.

Authors:  Xiaofeng Yang; Baowei Fei
Journal:  Med Phys       Date:  2011-06       Impact factor: 4.071

7.  Hyperspectral imaging and quantitative analysis for prostate cancer detection.

Authors:  Hamed Akbari; Luma V Halig; David M Schuster; Adeboye Osunkoya; Viraj Master; Peter T Nieh; Georgia Z Chen; Baowei Fei
Journal:  J Biomed Opt       Date:  2012-07       Impact factor: 3.170

8.  A modified fuzzy C-means classification method using a multiscale diffusion filtering scheme.

Authors:  Hesheng Wang; Baowei Fei
Journal:  Med Image Anal       Date:  2008-07-05       Impact factor: 8.545

9.  Automatic segmentation of right ventricular ultrasound images using sparse matrix transform and a level set.

Authors:  Xulei Qin; Zhibin Cong; Baowei Fei
Journal:  Phys Med Biol       Date:  2013-10-10       Impact factor: 3.609

10.  Nonrigid point registration for 2D curves and 3D surfaces and its various applications.

Authors:  Hesheng Wang; Baowei Fei
Journal:  Phys Med Biol       Date:  2013-06-04       Impact factor: 3.609

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  13 in total

1.  Framework for hyperspectral image processing and quantification for cancer detection during animal tumor surgery.

Authors:  Guolan Lu; Dongsheng Wang; Xulei Qin; Luma Halig; Susan Muller; Hongzheng Zhang; Amy Chen; Brian W Pogue; Zhuo Georgia Chen; Baowei Fei
Journal:  J Biomed Opt       Date:  2015       Impact factor: 3.170

2.  Spectral-spatial classification for noninvasive cancer detection using hyperspectral imaging.

Authors:  Guolan Lu; Luma Halig; Dongsheng Wang; Xulei Qin; Zhuo Georgia Chen; Baowei Fei
Journal:  J Biomed Opt       Date:  2014       Impact factor: 3.170

3.  Detection and delineation of squamous neoplasia with hyperspectral imaging in a mouse model of tongue carcinogenesis.

Authors:  Guolan Lu; Dongsheng Wang; Xulei Qin; Susan Muller; Xu Wang; Amy Y Chen; Zhuo Georgia Chen; Baowei Fei
Journal:  J Biophotonics       Date:  2017-10-29       Impact factor: 3.207

4.  Development of a new polarized hyperspectral imaging microscope.

Authors:  Ximing Zhou; Ling Ma; Martin Halicek; James Dormer; Baowei Fei
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2020-02-19

5.  Estimation of Tissue Optical Parameters with Hyperspectral Imaging and Spectral Unmixing.

Authors:  Guolan Lu; Xulei Qin; Dongsheng Wang; Zhuo Georgia Chen; Baowei Fei
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2015-03-17

6.  A Minimum Spanning Forest-Based Method for Noninvasive Cancer Detection With Hyperspectral Imaging.

Authors:  Robert Pike; Guolan Lu; Dongsheng Wang; Zhuo Georgia Chen; Baowei Fei
Journal:  IEEE Trans Biomed Eng       Date:  2015-08-14       Impact factor: 4.538

7.  Superpixel-based spectral classification for the detection of head and neck cancer with hyperspectral imaging.

Authors:  Hyunkoo Chung; Guolan Lu; Zhiqiang Tian; Dongsheng Wang; Zhuo Georgia Chen; Baowei Fei
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2016-03-29

8.  A minimum spanning forest based classification method for dedicated breast CT images.

Authors:  Robert Pike; Ioannis Sechopoulos; Baowei Fei
Journal:  Med Phys       Date:  2015-11       Impact factor: 4.071

9.  Quantitative Wavelength Analysis and Image Classification for Intraoperative Cancer Diagnosis with Hyperspectral Imaging.

Authors:  Guolan Lu; Xulei Qin; Dongsheng Wang; Zhuo Georgia Chen; Baowei Fei
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2015-03-18

10.  Tumor Margin Classification of Head and Neck Cancer Using Hyperspectral Imaging and Convolutional Neural Networks.

Authors:  Martin Halicek; James V Little; Xu Wang; Mihir Patel; Christopher C Griffith; Amy Y Chen; Baowei Fei
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2018-03-12
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