Shadow Detection Using Multi-Features in SVM Classifier

Author:

Wang Zhan Peng1,Tian Jian Dong2,Tang Yan Dong2,Zhang Yan Zhu1,Xia Yong3,Wang Ling3

Affiliation:

1. Shenyang Ligong University

2. Chinese Academy of Sciences

3. Benxi Power Supply Company

Abstract

Shadows may cause many problems in computer vision, such as object recognition, image segmentation and video surveillance. In this paper, we present a new method to detect cast shadow in a single outdoor image. We build up an illumination model to explain the process of shadow formed, and through this model we introduce some useful features. The regions for extract features are acquired through canny edge detector, after a series of morphological operations. Then we use SVM classifier with a multi-kernel model to train these features for shadow region classification. Our results show that edges of shadow images can be detected effectively with our methods.

Publisher

Trans Tech Publications, Ltd.

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