Social tag relevance learning via ranking-oriented neighbor voting

• Main Authors: CUI, Chaoran, SHEN, Jialie, MA, Jun, LIAN, Tao
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2017
• Subjects: Learning to rank; Neighbor voting; Tag relevance learning; Tag-based image search; Computer Sciences; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/3542; https://ink.library.smu.edu.sg/context/sis_research/article/4543/viewcontent/SocialTagRelevanceLeranviaRankNeighborVoting_2016.pdf
• Institution: Singapore Management University

High quality tags play a critical role in applications involving online multimedia search, such as social image annotation, sharing and browsing. However, user-generated tags in real world are often imprecise and incomplete to describe the image contents, which severely degrades the performance of c...