NDLI: Image Classification from Generalized Image Distance Features: Application to Detection of Interstitial Disease in Chest Radiographs

Content Provider	IEEE Xplore Digital Library
Author	Arzhaeva, Y. van Ginneken, B. Tax, D.
Copyright Year	2006
Description	Author affiliation: Image Sci. Inst., Univ. Med. Center, Utrecht (Arzhaeva, Y.; van Ginneken, B.)
Abstract	One of the most important tasks in medical image analysis is to detect the absence or presence of disease in an image, without having precise delineations of pathology available for training. A novel method is proposed to solve such a classification task, based on a generalized representation of an image derived from local per-pixel features. From this representation, differences between images can be computed, and these can be used to classify the image requiring knowledge of only global image labels for training. It is shown how to construct multiple representations of one image to get multiple classification opinions and combine them to smooth over errors of individual classifiers. The performance of the method is evaluated on the detection of interstitial lung disease on standard chest radiographs. The best result is obtained for the combining classification scheme yielding an area under the ROC curve of 0.955
Sponsorship	IEEE CPS
Starting Page	367
Ending Page	370
File Size	116209
Page Count	4
File Format	PDF
ISBN	0769525210
ISSN	10514651
DOI	10.1109/ICPR.2006.682
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2006-08-20
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Image classification Computer vision Diseases Radiography Biomedical imaging Pixel Pathology Lungs Pattern recognition Image representation
Content Type	Text
Resource Type	Article
Subject	Computer Vision and Pattern Recognition

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Image classification from generalized image distance features: application to detection of interstitial disease in chest radiographs.

Static posterior probability fusion for signal detection: applications in the detection of interstitial diseases in chest radiographs

Automatic cropping method of chest radiographs based on adaptive binarization

Pixel position regression - application to medical image segmentation

Gradient vector flow based active shape model for lung field segmentation in chest radiographs

Geometric Pattern Feature Analysis of Interstitial Infiltrates for Computer-Aided Diagnosis of Interstitial Disease in Digital Chest Radiographs

Detection of increasing profusion of opacities from a sequence of personal chest radiographs

Fully automated scoring of chest radiographs in cystic fibrosis

Segmentation of the posterior ribs in chest radiographs using iterated contextual pixel classification

Image Classification from Generalized Image Distance Features: Application to Detection of Interstitial Disease in Chest Radiographs

Similar Documents

Image classification from generalized image distance features: application to detection of interstitial disease in chest radiographs.

Static posterior probability fusion for signal detection: applications in the detection of interstitial diseases in chest radiographs

Automatic cropping method of chest radiographs based on adaptive binarization

Pixel position regression - application to medical image segmentation

Gradient vector flow based active shape model for lung field segmentation in chest radiographs

Geometric Pattern Feature Analysis of Interstitial Infiltrates for Computer-Aided Diagnosis of Interstitial Disease in Digital Chest Radiographs

Detection of increasing profusion of opacities from a sequence of personal chest radiographs

Fully automated scoring of chest radiographs in cystic fibrosis

Segmentation of the posterior ribs in chest radiographs using iterated contextual pixel classification

Image Classification from Generalized Image Distance Features: Application to Detection of Interstitial Disease in Chest Radiographs