Online Multiple Kernel Similarity Learning for Visual Search

• Main Authors: Xia, Hao, HOI, Chu Hong, Jin, Rong, Zhao, Peilin
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2014
• Subjects: Similarity search; content-based image retrieval; kernel methods; multiple kernel learning; online learning; Computer Sciences
• Online Access: https://ink.library.smu.edu.sg/sis_research/2284; https://ink.library.smu.edu.sg/context/sis_research/article/3284/viewcontent/Online_Multiple_Kernel_Similarity_Learning_for_Visual_Search.pdf
• Institution: Singapore Management University

Recent years have witnessed a number of studies on distance metric learning to improve visual similarity search in content-based image retrieval (CBIR). Despite their successes, most existing methods on distance metric learning are limited in two aspects. First, they usually assume the target proxim...