Real-time Billboard Trademark Detection and Recognition in Sports Video

被引:1
|
作者
Bu, Jiang [1 ]
Lao, Song-Yang [2 ]
Bai, Liang [3 ]
机构
[1] Natl Univ Def Technol, Sch Informat Syst & Management, Changsha, Hunan, Peoples R China
[2] CNRS, Sabrina Tollari, F-75700 Paris, France
[3] Univ Paris 06, F-75252 Paris 05, France
基金
中国国家自然科学基金;
关键词
Billboard trademark recognition; Fuzzy decision tree; Candidate region search; SIFT vocabulary; Latent semantic analysis;
D O I
10.1117/12.2021184
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Nowadays, different applications like automatic video indexing, keyword based video search and TV commercials can be developed by detecting and recognizing the billboard trademark. We propose a hierarchical solution for real-time billboard trademark recognition in various sports video, billboard frames are detected in the first level, fuzzy decision tree with easily-computing features are employed to accelerate the process, while in the second level, color and regional SIFT features are combined for the first time to describe the appearance of trademarks, and the shared nearest neighbor (SNN) clustering with x(2) distance is utilized instead of traditional K-means clustering to construct the SIFT vocabulary, at last, Latent Semantic Analysis (LSA) based SIFT vocabulary matching is performed on the template trademark and the candidate regions in billboard frame. The preliminary experiments demonstrate the effectiveness of the hierarchical solution, and real time constraints are also met by our solution.
引用
收藏
页数:8
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