Discriminant distance template matching for image recognition

被引:4
|
作者
Wang, Liantao [1 ,2 ]
Liu, Qingrui [1 ]
机构
[1] Hohai Univ, Coll Internet Things Engn, Changzhou 213022, Jiangsu, Peoples R China
[2] Nanjing Univ, State Key Lab Novel Software Technol, Nanjing 210023, Jiangsu, Peoples R China
关键词
Discriminant distance; Image recognition; Arrow markings recognition; Template matching;
D O I
10.1007/s00138-022-01343-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The recognition of arrow markings in intelligent transportation system can be posed as a template matching problem, because their production has to conform with strict national standards. However, appearance variations often arise when capturing the arrow images due to different eye views. In this paper, we propose a discriminant distance template matching (DDTM) method for image recognition. It is compatible with not only hand-crafted features, but also DCNNs for features auto-learning. DDTM is able to discriminate whether an instance and a template matched. Consequently it can realize the arrow recognition through template matching. We have also shown some traditional image recognition tasks can be solved by DDTM. Experimental results on an arrow and the MNIST datasets validate its advantages compared to classification-based methods.
引用
收藏
页数:11
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