Vision based pedestrian detection using histogram of oriented gradients, Adaboost & linear support vector machines

• Main Authors: Hilado, Samantha D. F., Dadios, Elmer P., Gan Lim, Laurence A., Sybingco, Edwin, Marfori, Isidro V., Chua, Alvin Y.
• Format: text
• Published: Animo Repository 2012
• Subjects: Boosting (Algorithms); Pedestrian traffic flow; Pedestrians; Mechanical Engineering
• Online Access: https://animorepository.dlsu.edu.ph/faculty_research/1375; https://animorepository.dlsu.edu.ph/context/faculty_research/article/2374/type/native/viewcontent
• Institution: De La Salle University

Pedestrian detection systems are valuable in a variety of applications such as in advanced driver assistance systems and advanced robots. This study presents a pedestrian detection system that uses Histogram of Oriented Gradients (HOG) as feature descriptor, and AdaBoost and Linear Support Vector Ma...