Overview of the MPEG-CDVS Standard

被引:101
作者
Duan, Ling-Yu [1 ]
Chandrasekhar, Vijay [2 ]
Chen, Jie [1 ]
Lin, Jie [2 ]
Wang, Zhe [1 ]
Huang, Tiejun [1 ]
Girod, Bernd [3 ]
Gao, Wen [1 ]
机构
[1] Peking Univ, Inst Digital Media, Sch Elect Engn & Comp Sci, Beijing 100871, Peoples R China
[2] Inst Infocomm Res, Singapore 138632, Singapore
[3] Stanford Univ, Dept Elect Engn, Informat Syst Lab, Stanford, CA 94305 USA
关键词
Compact descriptors; feature compression; MPEG-CDVS; visual search; BINARY AGGREGATED DESCRIPTORS; FISHER CODES; QUANTIZATION;
D O I
10.1109/TIP.2015.2500034
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Compact descriptors for visual search (CDVS) is a recently completed standard from the ISO/IEC moving pictures experts group (MPEG). The primary goal of this standard is to provide a standardized bitstream syntax to enable interoperability in the context of image retrieval applications. Over the course of the standardization process, remarkable improvements were achieved in reducing the size of image feature data and in reducing the computation and memory footprint in the feature extraction process. This paper provides an overview of the technical features of the MPEG-CDVS standard and summarizes its evolution.
引用
收藏
页码:179 / 194
页数:16
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