Delta-n Hinge: rotation-invariant features for writer identification

被引:36
作者
He, Sheng [1 ]
Schomaker, Lambert [1 ]
机构
[1] Univ Groningen, Artificial Intelligence & Cognit Engn ALICE, Groningen, Netherlands
来源
2014 22ND INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR) | 2014年
关键词
CONNECTED-COMPONENT CONTOURS;
D O I
10.1109/ICPR.2014.353
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a method for extracting rotation-invariant features from images of handwriting samples that can be used to perform writer identification. The proposed features are based on the Hinge feature [1], but incorporating the derivative between several points along the ink contours. Finally, we concatenate the proposed features into one feature vector to characterize the writing styles of the given handwritten text. The proposed method has been evaluated using Firemaker and IAM datasets in writer identification, showing promising performance gains.
引用
收藏
页码:2023 / 2028
页数:6
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