Automatic image annotation has been an active research topic in recent years due to its potential impact on both image understanding and semantic based image retrieval. However, the results of the state-of-the-art image annotation methods are still far from satisfaction due to the existence of semantic gap. Thus refining image annotation (RIA) has become one of the core research topics in computer vision and multimedia areas, whose purpose is to reserve the highly correlated annotations whereas remove the irrelevant or weakly relevant annotations by fully exploring the correlations of annotation keywords. RIA, to some extent, can effectively mitigate the semantic gap between low-level visual features and high-level semantic concepts. So in this paper, we focus on the latest development in image retrieval and provide a comprehensive survey on refining image annotation techniques. In particular, we analyze the key aspects of various RIA methods, including their original intentions and annotation models. Finally, we draw some important conclusions and highlight the potential research directions for the future.
목차
Abstract 1. Introduction 2. Refining Image Annotation Techniques 2.1. Graphical model based RIA 2.2. Random field model based RIA 2.3. Manifold Ranking based RIA 2.4. Other Refining Approaches 3. Discussion and Conclusions Acknowledgements References
Dong ping Tian [ Institute of Computer Software, Baoji University of Arts and Sciences, Institute of Computational Information Science, Baoji University of Arts and Sciences, Baoji, Shaanxi, 721007, China ]
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.9 No.3