English

Object Detection in Specific Traffic Scenes using YOLOv2

Computer Vision and Pattern Recognition 2019-05-14 v1

Abstract

object detection framework plays crucial role in autonomous driving. In this paper, we introduce the real-time object detection framework called You Only Look Once (YOLOv1) and the related improvements of YOLOv2. We further explore the capability of YOLOv2 by implementing its pre-trained model to do the object detecting tasks in some specific traffic scenes. The four artificially designed traffic scenes include single-car, single-person, frontperson-rearcar and frontcar-rearperson.

Keywords

Cite

@article{arxiv.1905.04740,
  title  = {Object Detection in Specific Traffic Scenes using YOLOv2},
  author = {Shouyu Wang and Weitao Tang},
  journal= {arXiv preprint arXiv:1905.04740},
  year   = {2019}
}
R2 v1 2026-06-23T09:04:06.154Z