표지판 인식을 위한 2D 및 3D 정보 융합 기술
- Author(s)
- 황경조
- Issued Date
- 2011
- Abstract
- ABSTRACT
Information convergence technologies between 2D and 3D space for a sign recognition
Kyong-Jo Hwang
Advisor : Prof. Sang-Woong Lee Ph. D.
Department of computer Engineering
Graduate School of Chosun University
Most of the existed researches about sign detection and recognition are based on color, shape and the combination of color with shape. Usually, there are two major steps about the sign recognition. the first step is to detect the sign and the second one is to recognize the sign form the extracted information. In order to recognize the sign, the sign detection should be performed first. However, the conventional method only use one camera to capture the 2D information about the sign which can not provide enough information for the sign detection and recognition. Therefore, it is promising to use the 2D information and the distance information which can provide more detail about the sign for the detection and recognition.the combination of 2D and 3D image can achieve good recognition result.
In this paper, method based on 2D and 3D information is proposed to detect the signs. This method uses a stereo and kinect camera images to acquire 2D image and 3D depth. The distance information is extracted from the 3D depth image and then the unnecessary range is removed by the obtained distance information using filtering approach so as to measure the effective distance of the target. Then, the region segmentation method is applied to the effective distance image and the individual ROI (region of interest) can be identified. The extracted ROI can also be converted to HSI image to facilitate the sign detection. Experimental results show that this method has a good performance in terms of sign detection.
- Alternative Title
- Information convergence technologies between 2D and 3D spaces for a sign recognition
- Alternative Author(s)
- Hwang, Kyong Jo
- Affiliation
- 조선대학교
- Department
- 일반대학원 컴퓨터공학과
- Advisor
- 이상웅
- Awarded Date
- 2012-02
- Table Of Contents
- 목 차
I. 서 론 1
1. 연구배경 및 목적 1
2. 연구내용 및 방법 3
II. 관련연구 5
1. 표지판 검출 및 인식 방법 5
1) 컬러 정보 기반 6
2) 형태 정보 기반 10
3) 컬러 및 형태 정보 결합 기반 12
III. 2D 및 3D 정보 융합을 통한 표지판 검출 13
1. 제안하는 알고리즘 13
2. 스테레오 및 키넥트 카메라의 3D 깊이 영상 획득 방법 14
3. 거리 정보 추출 16
4. 유효거리 필터링 18
5. 3D 깊이 정보의 거리별 영역 분할 21
6. 2D 및 3D 정보 융합을 통한 표지판 검출 23
7. 스테레오 및 키넥트 연동 기술 26
VI. 실험 및 성능평가 28
1. 실험 환경 28
2. 실험 결과 29
1) 스테레오 및 키넥트 카메라를 이용한 표지판 검출 실험 29
2) 표지판 측정 결과 33
V. 결 론 34
참고문헌 35
- Degree
- Master
- Publisher
- 조선대학교
- Citation
- 황경조. (2011). 표지판 인식을 위한 2D 및 3D 정보 융합 기술.
- Type
- Dissertation
- URI
- https://oak.chosun.ac.kr/handle/2020.oak/9469
http://chosun.dcollection.net/common/orgView/200000256986
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- General Graduate School > 3. Theses(Master)
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