Visual Object Detection by Specifying the Scale and Rotation Transformations

被引:0
|
作者
Sato, Yasuomi D. [1 ]
Jitsev, Jenia [2 ]
von der Malsburg, Christoph [2 ]
机构
[1] Kyushu Inst Technol, Dept Brain Sci & Engn, Grad Sch Life Sci & Syst Engn, Wakamatsu Ku, 2-4 Hibikino, Kitakyushu, Fukuoka 8080196, Japan
[2] Goethe Univ Frankfurt, Frankfurt Inst Adv Studies, D-60438 Frankfurt, Germany
关键词
Visual Object Detection; Gabor Filter Decomposition; Transformation Specific Similarities; Feature Correspondence; RECOGNITION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We here propose a simple but highly potential algorithm to detect a model object's position on an input image by determining the initially unknown transformational states of the model object, in particular, size and 2D-rotation. In this algorithm, a single feature is extracted around or at the center of the input image through 2D-Gabor wavelet transformation, in order to find not only the most likely relative size and rotation to the model object, but also the most appropriate positional region on the input image for detecting the correct relative transformational states. We also show the reliable function on the face images of different persons, or of different appearance in the same person.
引用
收藏
页码:616 / +
页数:2
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