Online Multimodal Deep Similarity Learning with Application to Image Retrieval

• Main Authors: Pengcheng Wu, Steven C. H. Hoi, Hao Xia, Peilin Zhao, Dayong Wang, Chunyan Miao
• Other Authors: The Pennsylvania State University CiteSeerX Archives
• Format: Text
• Language: English
• Subjects: General Terms Algorithms; Experimentation Keywords deep learning; Handle The; DML
• Online Access: http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.432.8126; http://www.cais.ntu.edu.sg/~chhoi/paper_pdf/p153-wu.pdf

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...