Despite the vast research amount on the analysis and retrieval sematic images, there are still significant challenges worthy of address. This paper proposes an ontology framework to analyze and retrieve text and image based semantic search. This framework can be described in three main processes. Firstly, the Query Engine process constructs the input image query in SPARQL language. Secondly, the process of matching module is to retrieve the most affined images based on the compliance with input query. This process extracts the shape features of image's objects via chord-length features. Furthermore, the ontology manger process inserts the new relevant object's features in ontology knowledge base. Finally, the ranking module process is to classify the images which displayed in descending ordered based on matching values. Our experiment on a trained benchmark mammals shows that the proposed framework is more vigorous and yields favorable results when applying auspicious with large number of tested images without sacrificing real-time performance.
목차
Abstract 1. Introduction 2. Related Literature 2.1. Chord-length Function 2.2. Conditional Random Fields Classifier 3. Suggested Approach 3.1. Query Engine (QE) 3.2 Matching Module (MM) 3.3 Ontology Manager (OM) 3.4. Ranking Module (RM) 4. Experimental Results 4. Summary and Conclusion References
키워드
Semantic image retrievalQuery EngineSPARQLChord-length featuresHidden Conditional Random Fields
저자
Zohair Malki [ College of Computer Science and Engineering in Yanbu, Taibah University, Saudi Arabia ]
보안공학연구지원센터(IJMUE) [Science & Engineering Research Support Center, Republic of Korea(IJMUE)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of Multimedia and Ubiquitous Engineering
간기
월간
pISSN
1975-0080
수록기간
2008~2016
등재여부
SCOPUS
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Multimedia and Ubiquitous Engineering Vol.11 No.11