SOML: Sparse Online Metric Learning with Application to Image Retrieval

• Main Authors: GAO, Xingyu, HOI, Steven C. H., ZHANG, Yongdong, WAN, Ji, LI, Jintao
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2014
• Subjects: Image retrieval; person identification; Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/2322; https://ink.library.smu.edu.sg/context/sis_research/article/3322/viewcontent/SOLML_ImageRetrieval_2013.pdf
• Institution: Singapore Management University

Image similarity search plays a key role in many multimedia applications, where multimedia data (such as images and videos) are usually represented in high-dimensional feature space. In this paper, we propose a novel Sparse Online Metric Learning (SOML) scheme for learning sparse distance functions...