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렌덤 패턴 투영을 이용한 스테레오 비전 시스템 기반 3차원 기하모델 생성

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Author(s)
나상욱
Issued Date
2005
Abstract
3D geometric modeling of an object of interest has been intensively investigated in many fields including CAD/CAM and computer graphics. Traditionally, CAD and geometric modeling tools are widely used to create geometric models that have nearly the same shape of 3D real objects or satisfy designers’ intent. Recently, with the help of the reverse engineering (RE) technology, we can acquire 3D point data from the objects and create 3D geometric models that perfectly fit the scanned data more easily and fast.

In this paper, we present an approach for the generation of 3D geometric models based on a stereo vision system (SVS) using random pattern projection. In order to obtain reasonable results with the SVS-based geometric model generation, we deal with many steps including stereo vision system configuration, camera calibration, stereo matching, scanning from multiple views, noise handling, registration, merging, and triangular mesh generation. A triangular mesh is considered as the resulting geometric model.

We first build up the measurement system, which is low-priced and easy to use. The system is composed of two cameras, two frame grabbers and a beam projector. We properly integrate stereo vision and shape construction techniques for smooth transition of data from measurement to registration and merging. We present a method for acquiring hight-quality stereo image matching with pixel-accurate correspondence information using random patterns projection. In order to acquire more accurate stereo matching, we project random patterns onto the object's surface using an LCD projector. We also describe efficient algorithms for processing measured 3D data including noise handling, registration and merging.

With experiments using various random patterns, we have found that the proposed approach can generate 3D geometric models in good quality. Some examples are given to show the quality and usefulness of the approach.
Alternative Title
Generation of 3D Geometric Models Based on a Stereo Vision System Using Random Pattern Projection
Alternative Author(s)
Sangwook Na
Affiliation
일반대학원 산업안전공학
Department
일반대학원 산업안전공학
Advisor
박형준
Awarded Date
2005-08
Table Of Contents
제 1 장. 서 론 1
1.1 연구 배경 1
1.2 기존 연구 고찰 1
1.3 연구 목적 5
1.3 논문 구성 7
제 2 장. 시스템 구성 및 대상 선정 9
2.1 시스템 구성 9
2.2 측정 모델 선정 11
제 3 장. 3차원 형상 측정 14
3.1 스테레오 비전 14
3.2 카메라 보정 18
3.2.1 카메라 모델과 중심사영 19
3.2.2 카메라 내부변수와 외부변수 20
3.2.3 투영행렬 22
3.1.4 매틀랩(matlab)을 이용한 카메라 보정 24
3.3 스테레오 영상획득 28
3.4 스테레오 매칭 30
3.4.1 비용 함수 32
3.4.2 영역기반 스테레오 매칭 33
3.5 랜덤 패턴투영 35

제 4 장. 3차원 기하모델 생성 37
4.1 측정 데이터 편집 및 삼각망 생성 39
4.2 데이터 정합(Registration) 40
4.2.1 ICP 알고리즘 40
4.2.2 ICP 알고리즘 절차 42
4.3 데이터 병합 및 후처리 43
제 5 장. 실험 결과 44
5.1 여러 가지 패턴을 이용한 측정 데이터 비교 44
5.2 랜덤 패턴을 이용한 3차원 기하모델 생성 49
제 6 장. 결론 59
참고문헌 61
감사의 글 65
Degree
Master
Publisher
조선대학교
Citation
나상욱. (2005). 렌덤 패턴 투영을 이용한 스테레오 비전 시스템 기반 3차원 기하모델 생성.
Type
Dissertation
URI
https://oak.chosun.ac.kr/handle/2020.oak/5940
http://chosun.dcollection.net/common/orgView/200000234588
Appears in Collections:
General Graduate School > 3. Theses(Master)
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