Detecting pedestrians and vehicles in traffic scene based on boosted HOG features and SVM

@article{Sun2015DetectingPA,
  title={Detecting pedestrians and vehicles in traffic scene based on boosted HOG features and SVM},
  author={Diqing Sun and Junzo Watada},
  journal={2015 IEEE 9th International Symposium on Intelligent Signal Processing (WISP) Proceedings},
  year={2015},
  pages={1-4}
}
This paper presents a popular method called boosted hog features to detect pedestrians and vehicles in static images. We compared the differences and similarities of detecting pedestrians and vehicles, then we selected boosted hog features to get an satisfying result. In the part of detecting pedestrians, Histograms of Oriented Gradients (HOG) feature is applied as the basic feature due to its good performance in various kinds of background. On that basis, we create a new feature with boosting… CONTINUE READING