Real Time Vehicle Detection in Images using HOG Features and SVM


Abstract in English

The Histogram of Oriented Gradient (HOG) was used to construct the Support Vector Machine (SVM) workbook. This method was applied using C++ programming language and OpenCV and Dlib Libraries.

References used

Ondrej Miksik and Krystian Mikolajczyk, "Evaluation of local detectors and descriptors for fast feature matching," in Pattern Recognition (ICPR), 21st International Conference on, 2012, pp. 2681-2684
Hua Ji, Yuanhao Wu, Hong-Hai Sun, and Yan-jie Wang, "SIFT feature matching algorithm with global information," Optics and Precision Engineering, vol. 17, no. 2, pp. 439-444, 2009
Patricio Loncomilla, Javier Ruiz del Solar, and Luz MartÃnez, "Object recognition using local invariant features for robotic applications: A survey," Pattern Recognition, vol. 60, no. Supplement C, pp. 499-514, 2016

Download