Image collection summarization via dictionary learning for sparse representation

• Main Authors: YANG, Chunlei, SHEN, Jialie, PENG, Jinye, FAN, Jianping
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2013
• Subjects: Automatic image summarization; Sparse coding; Dictionary learning; Simulated annealing; Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/1597; https://ink.library.smu.edu.sg/context/sis_research/article/2596/viewcontent/ImageCollectionSummarizationDictionaryLearning_2013.pdf
• Institution: Singapore Management University

In this paper, a novel approach is developed to achieve automatic image collection summarization. The effectiveness of the summary is reflected by its ability to reconstruct the original set or each individual image in the set. We have leveraged the dictionary learning for sparse representation mode...