NDLI: CLAIRE: A modular support vector image indexing and classification system

Content Provider	ACM Digital Library
Author	Tsai, Chih-Fong Tait, John Mcgarry, Ken
Copyright Year	2006
Abstract	Many users of image retrieval systems would prefer to express initial queries using keywords. However, manual keyword indexing is very time-consuming. Therefore, a content-based image retrieval system which can automatically assign keywords to images would be very attractive. Unfortunately, it has proved very challenging to build such systems, except where either the image domain is restricted or the keywords relate only to low-level concepts such as color. This article presents a novel image indexing and classification system, called CLAIRE (CLAssifying Images for REtrieval), composed of one image processing module and three modules of support vector machines for color, texture, and high-level concept classification for keyword assignment. The experimental prototype system described here assigns up to five keywords selected from a controlled vocabulary of 60 terms to each image. The system is trained offline by 1639 examples from the Corel stock photo library. For evaluation, five judges reviewed a sample of 800 unknown images to identify which automatically assigned keywords were actually relevant to the image. The system proved to have an 80% probability to assign at least one relevant keyword to an image.
Starting Page	353
Ending Page	379
Page Count	27
File Format	PDF
ISSN	10468188
e-ISSN	15582868
DOI	10.1145/1165774.1165777
Volume Number	24
Issue Number	3
Journal	ACM Transactions on Information Systems (TOIS)
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2006-07-01
Publisher Place	New York
Access Restriction	One Nation One Subscription (ONOS)
Subject Keyword	Content-based image retrieval Image classification Image indexing Multiple classifier systems Support vector machines
Content Type	Text
Resource Type	Article
Subject	Computer Science Applications Information Systems Business, Management and Accounting

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

Adaptive hierarchical multi-class SVM classifier for texture-based image classification

Semisupervised SVM batch mode active learning with applications to image retrieval

Content Based Image Retrieval Using Unclean Positive Examples

Theory of keyblock-based image retrieval

Texture classification for content-based image retrieval

Support Vector Machines Content-Based Video Retrieval based solely on Motion Information

Content-Based Semantic Indexing of Image using Fuzzy Support Vector Machines

Efficient content-based indexing of large image databases

Asymmetric bagging and random subspace for support vector machines-based relevance feedback in image retrieval

CLAIRE: A modular support vector image indexing and classification system

Similar Documents

Adaptive hierarchical multi-class SVM classifier for texture-based image classification

Semisupervised SVM batch mode active learning with applications to image retrieval

Content Based Image Retrieval Using Unclean Positive Examples

Theory of keyblock-based image retrieval

Texture classification for content-based image retrieval

Support Vector Machines Content-Based Video Retrieval based solely on Motion Information

Content-Based Semantic Indexing of Image using Fuzzy Support Vector Machines

Efficient content-based indexing of large image databases

Asymmetric bagging and random subspace for support vector machines-based relevance feedback in image retrieval

CLAIRE: A modular support vector image indexing and classification system