Online multi-modal distance metric learning with application to image retrieval

• Main Authors: WU, Pengcheng, HOI, Steven C. H., ZHAO, Peilin, MIAO, Chunyan, LIU, Zhi-Yong
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2016
• Subjects: content-based image retrieval; multi-modal retrieval; distance metric learning; online learning; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/2924; https://ink.library.smu.edu.sg/context/sis_research/article/3924/viewcontent/OMDML_TKDE_afv.pdf
• Institution: Singapore Management University

Distance metric learning (DML) is an important technique to improve similarity search in content-based image retrieval. Despite being studied extensively, most existing DML approaches typically adopt a single-modal learning framework that learns the distance metric on either a single feature type or...