Online multimodal distance metric learning with application to image retrieval

• Main Authors: WU, Pengcheng, HOI, Steven C. H., XIA, Hao, ZHAO, Peilin, WANG, Dayong, MIAO, Chunyan
• Format: Text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2013
• Subjects: Deep learning; Distance metric learning; Image retrieval; Online learning; Similarity learning; Computer Sciences; Databases and Information Systems; Numerical Analysis and Scientific Computing; Handle The; DML
• Online Access: https://ink.library.smu.edu.sg/sis_research/2333; https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=3333&context=sis_research

Recent years have witnessed extensive studies on distance metric learning (DML) for improving similarity search in multimedia information retrieval tasks. Despite their successes, most existing DML methods suffer from two critical limitations: (i) they typically attempt to learn a linear distance fu...