Image search by graph-based label propagation with image representation from DNN

• Main Authors: PAN, Yingwei, TING, Yao, YANG, Kuiyuan, LI, Houqiang, NGO, Chong-wah, WANG, Jingdong, MEI, Tao
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2013
• Subjects: Click-through data; Deep neural networks; Image search; Neighborhood graph search; Databases and Information Systems; Data Storage Systems; Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/6459; https://ink.library.smu.edu.sg/context/sis_research/article/7462/viewcontent/2502081.2508128.pdf
• Institution: Singapore Management University

Our objective is to estimate the relevance of an image to a query for image search purposes. We address two limitations of the existing image search engines in this paper. First, there is no straightforward way of bridging the gap between semantic textual queries as well as users’ search intents and...