Artificial bee colony algorithm for content‐based image retrieval. (13th January 2020)
- Record Type:
- Journal Article
- Title:
- Artificial bee colony algorithm for content‐based image retrieval. (13th January 2020)
- Main Title:
- Artificial bee colony algorithm for content‐based image retrieval
- Authors:
- Banharnsakun, Anan
- Abstract:
- Abstract: Image retrieval is the process of searching for digital images from a large database. There exist two distinctive research groups, which employ the content‐based and description‐based approaches, respectively. However, research in the content‐based domain is currently dominant in the field, while the other approaches are not as widely utilized. Although there are a number of different techniques that are available for image retrieval, the development of more effective methods is still necessary. In recent years, previous research has shown that biologically inspired metaheuristic algorithms have great potential for use in solving problems in many science and engineering domains. The artificial bee colony (ABC) algorithm is one of the more promising biologically inspired metaheuristic approaches used to find optimal solutions as it has the advantages of convenient implementation and efficient performance. In this article, a new efficient method based on a combination of the gray‐level cooccurrence matrix (GLCM) with the ABC, referred to as "GLCM‐ABC, " is proposed for use in content‐based image retrieval (CBIR). The experimental results demonstrate that the proposed approach works well for CBIR and can classify specific types of material surfaces in images with a reasonably high level of accuracy as well as outperform other existing algorithms.
- Is Part Of:
- Computational intelligence. Volume 36:Number 1(2020)
- Journal:
- Computational intelligence
- Issue:
- Volume 36:Number 1(2020)
- Issue Display:
- Volume 36, Issue 1 (2020)
- Year:
- 2020
- Volume:
- 36
- Issue:
- 1
- Issue Sort Value:
- 2020-0036-0001-0000
- Page Start:
- 351
- Page End:
- 367
- Publication Date:
- 2020-01-13
- Subjects:
- artificial bee colony -- content‐based image retrieval -- gray‐level cooccurrence matrix -- material classification -- texture feature extraction
Artificial intelligence -- Periodicals
Computational linguistics -- Periodicals
006.3 - Journal URLs:
- http://www.blackwellpublishing.com/journal.asp?ref=0824-7935&site=1 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/coin.12275 ↗
- Languages:
- English
- ISSNs:
- 0824-7935
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3390.595000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 12800.xml