어안렌즈 카메라로 획득한 영상에서 차량 인식을 위한 딥러닝 기반 객체 검출기

Deep Learning based Object Detector for Vehicle Recognition on Images Acquired with Fisheye Lens Cameras
  • Tang Quang Hieu
  • 연승호
  • 김재민

초록

This paper presents a deep learning-based object detection method for recognizing vehicles in images acquired through cameras installed on ceiling of underground parking lot. First, we present an image enhancement method, which improves vehicle detection performance under dark lighting environment. Second, we present a new CNN-based multiscale classifiers for detecting vehicles in images acquired through cameras with fisheye lens. Experiments show that the presented vehicle detector has better performance than the conventional ones.

키워드

Deep LearningVehicle DetectionFisheye Lens CamerasConvolutional Neural Network
제목
어안렌즈 카메라로 획득한 영상에서 차량 인식을 위한 딥러닝 기반 객체 검출기
제목 (타언어)
Deep Learning based Object Detector for Vehicle Recognition on Images Acquired with Fisheye Lens Cameras
저자
Tang Quang Hieu연승호김재민
DOI
10.9717/kmms.2019.22.2.128
발행일
2019
저널명
멀티미디어학회논문지
22
2
페이지
128 ~ 135