Genetic Algorithm-Enhanced Retrieval Process for Multimedia Data
dc.contributor.author | Felix Musau | |
dc.contributor.author | Joseph Cosmas Mushi | |
dc.contributor.author | Guan-Zheng Tan | |
dc.contributor.author | Cheruiyot W. Kipruto | |
dc.date.accessioned | 2024-08-14T06:30:00Z | |
dc.date.available | 2024-08-14T06:30:00Z | |
dc.date.issued | 2011-04 | |
dc.description.abstract | The explosive growth of digital media content from various domains has given rise to the need for efficient techniques for retrieval of relevant information is getting more and more attention, especially in the large-scale Multimedia Digital Database (MDD) applications. It is for this reason that there has been an increased interest in the query reformulation for use in Multimedia Information Retrieval (MIR) using a combination of various techniques. In this paper, we propose a retrieval method that is formalized as an optimized similarity search process that combines Singular Value Decomposition (SVD), Query Quality Refinement (QQR) using Histogram Equalization and Genetic Algorithm (GA) enhancement. Experimental results show that the approach significantly narrows the search process by retrieving similar images satisfying the needs of the user. | |
dc.identifier.citation | Cheruiyot, W., Tan, G. Z., Musau, F., & Mushi, J. C. (2011). Genetic Algorithm-Enhanced Retrieval Process for Multimedia Data. In International Journal of Advancements in Computing Technology 3(3). doi:10.4156/ijact | |
dc.identifier.uri | https://repository.ru.ac.ke/handle/123456789/50 | |
dc.language.iso | en | |
dc.publisher | International Journal of Advancements in Computing Technology | |
dc.relation.ispartofseries | Volume 3, Number 3. | |
dc.subject | Multimedia Information Retrieval | |
dc.subject | Similarity Search | |
dc.subject | Genetic Algorithms | |
dc.subject | Singular Value Decomposition | |
dc.subject | Histogram Equalization | |
dc.subject | Query Quality Refinement. | |
dc.title | Genetic Algorithm-Enhanced Retrieval Process for Multimedia Data | |
dc.type | Article |
Files
Original bundle
1 - 1 of 1
No Thumbnail Available
- Name:
- Genetic Algorithm-Enhanced Retrieval process for Multimedia Data.pdf
- Size:
- 1.26 MB
- Format:
- Adobe Portable Document Format
License bundle
1 - 1 of 1
No Thumbnail Available
- Name:
- license.txt
- Size:
- 1.71 KB
- Format:
- Item-specific license agreed to upon submission
- Description: