Sparse online learning of image similarity

• Main Authors: GAO, Xingyu, HOI, Steven C. H., ZHANG, Yongdong, ZHOU, Jianshe, WAN, Ji, CHEN, Zhenyu, LI, Jintao, ZHU, Jianke
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2017
• Subjects: Bag-of-words representation; Distance metric; Image Retrieval; Metric learning; Online Learning; Similarity learning; Databases and Information Systems; Theory and Algorithms
• Online Access: https://ink.library.smu.edu.sg/sis_research/3794; https://ink.library.smu.edu.sg/context/sis_research/article/4796/viewcontent/Sparse_online_learning_of_image_similarity.pdf
• Institution: Singapore Management University

Learning image similarity plays a critical role in real-world multimedia information retrieval applications, especially in Content-Based Image Retrieval (CBIR) tasks, in which an accurate retrieval of visually similar objects largely relies on an effective image similarity function. Crafting a good...