An Effective Color Addition to Feature Detection and Description for Book Spine Image Matching. (18th December 2011)
- Record Type:
- Journal Article
- Title:
- An Effective Color Addition to Feature Detection and Description for Book Spine Image Matching. (18th December 2011)
- Main Title:
- An Effective Color Addition to Feature Detection and Description for Book Spine Image Matching
- Authors:
- Fowers Fowers, Spencer G. Spencer G.
Lee Lee, Dah-Jye Dah-Jye - Other Names:
- Woo Woo W. L. W. L. Academic Editor.
- Abstract:
- Abstract : The important task of library book inventory, or shelf-reading, requires humans to remove each book from a library shelf, open the front cover, scan a barcode, and reshelve the book. It is a labor-intensive and often error-prone process. Technologies such as 2D barcode scanning or radio frequency identification (RFID) tags have recently been proposed to improve this process. They both incur significant upfront costs and require a large investment of time to fit books with special tags before the system can be productive. A vision-based automation system is proposed to improve this process without those prohibitively high upfront costs. This low-cost shelf-reading system uses a hand-held imaging device such as a smartphone to capture book spine images and a server that processes feature descriptors in these images for book identification. Existing color feature descriptors for feature matching typically use grayscale feature detectors, which omit important color edges. Also, photometric-invariant color feature descriptors require unnecessary computations to provide color descriptor information. This paper presents the development of a simple color enhancement feature descriptor called Color Difference-of-Gaussians SIFT (CDSIFT). CDSIFT is well suited for library inventory process automation, and this paper introduces such a system for this unique application.
- Is Part Of:
- ISRN machine vision. Volume 2012(2012)
- Journal:
- ISRN machine vision
- Issue:
- Volume 2012(2012)
- Issue Display:
- Volume 2012, Issue 2012 (2012)
- Year:
- 2012
- Volume:
- 2012
- Issue:
- 2012
- Issue Sort Value:
- 2012-2012-2012-0000
- Page Start:
- Page End:
- Publication Date:
- 2011-12-18
- Subjects:
- Computer vision -- Periodicals
Computer vision
Periodicals
Electronic journals
006.37 - Journal URLs:
- https://www.hindawi.com/journals/isrn/contents/isrn.machine.vision/ ↗
- DOI:
- 10.5402/2012/945973 ↗
- Languages:
- English
- ISSNs:
- 2090-7796
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD Digital store
- Ingest File:
- 15912.xml