A Diamond Frame Bicycle Recognition Based on the Geometric Relationship between the Ellipses and Triangles
碩士 === 國立成功大學 === 資訊工程學系 === 104 === In the field of research of computer vision, researchers gave the vehicle and pedestrian detection lots of attention to alarm the drivers in real time that improving the safety of transportation systems. Vehicle are always driven for long distance. The commuter c...
Main Authors: | , |
---|---|
Other Authors: | |
Format: | Others |
Language: | en_US |
Published: |
2016
|
Online Access: | http://ndltd.ncl.edu.tw/handle/57450598035249665558 |
id |
ndltd-TW-104NCKU5392039 |
---|---|
record_format |
oai_dc |
spelling |
ndltd-TW-104NCKU53920392017-10-29T04:35:11Z http://ndltd.ncl.edu.tw/handle/57450598035249665558 A Diamond Frame Bicycle Recognition Based on the Geometric Relationship between the Ellipses and Triangles 以橢圓形與三角形幾何關係為基礎之鑽石型車架腳踏車辨識 Kuan-YuChen 陳冠宇 碩士 國立成功大學 資訊工程學系 104 In the field of research of computer vision, researchers gave the vehicle and pedestrian detection lots of attention to alarm the drivers in real time that improving the safety of transportation systems. Vehicle are always driven for long distance. The commuter chooses the bicycle as transportation for short-distance under certain circumstances, e.g., school, factory. Classify variety of different vehicles that will improving monitor capability which is important issue for traffic safety and vehicle management. That is why bicycle detection algorithm is getting more important. In this paper, a bicycle of diamond frame detector for side-view image is proposed based on the observation that a bicycle consists of two wheels in the form of ellipse shapes and a frame in the form of two triangles. Through the design of geometric constraints on the relationship between the triangles and ellipses, the computation is fast comparing to the feature-based classifiers. Besides, the training process is unnecessary and only single image is required for our algorithm. The experimental results are also given in this paper to show the practicability and the performance of the proposed bicycle model and bicycle detection algorithm. Chung-Ping Young 楊中平 2016 學位論文 ; thesis 59 en_US |
collection |
NDLTD |
language |
en_US |
format |
Others
|
sources |
NDLTD |
description |
碩士 === 國立成功大學 === 資訊工程學系 === 104 === In the field of research of computer vision, researchers gave the vehicle and pedestrian detection lots of attention to alarm the drivers in real time that improving the safety of transportation systems. Vehicle are always driven for long distance. The commuter chooses the bicycle as transportation for short-distance under certain circumstances, e.g., school, factory. Classify variety of different vehicles that will improving monitor capability which is important issue for traffic safety and vehicle management. That is why bicycle detection algorithm is getting more important. In this paper, a bicycle of diamond frame detector for side-view image is proposed based on the observation that a bicycle consists of two wheels in the form of ellipse shapes and a frame in the form of two triangles. Through the design of geometric constraints on the relationship between the triangles and ellipses, the computation is fast comparing to the feature-based classifiers. Besides, the training process is unnecessary and only single image is required for our algorithm. The experimental results are also given in this paper to show the practicability and the performance of the proposed bicycle model and bicycle detection algorithm.
|
author2 |
Chung-Ping Young |
author_facet |
Chung-Ping Young Kuan-YuChen 陳冠宇 |
author |
Kuan-YuChen 陳冠宇 |
spellingShingle |
Kuan-YuChen 陳冠宇 A Diamond Frame Bicycle Recognition Based on the Geometric Relationship between the Ellipses and Triangles |
author_sort |
Kuan-YuChen |
title |
A Diamond Frame Bicycle Recognition Based on the Geometric Relationship between the Ellipses and Triangles |
title_short |
A Diamond Frame Bicycle Recognition Based on the Geometric Relationship between the Ellipses and Triangles |
title_full |
A Diamond Frame Bicycle Recognition Based on the Geometric Relationship between the Ellipses and Triangles |
title_fullStr |
A Diamond Frame Bicycle Recognition Based on the Geometric Relationship between the Ellipses and Triangles |
title_full_unstemmed |
A Diamond Frame Bicycle Recognition Based on the Geometric Relationship between the Ellipses and Triangles |
title_sort |
diamond frame bicycle recognition based on the geometric relationship between the ellipses and triangles |
publishDate |
2016 |
url |
http://ndltd.ncl.edu.tw/handle/57450598035249665558 |
work_keys_str_mv |
AT kuanyuchen adiamondframebicyclerecognitionbasedonthegeometricrelationshipbetweentheellipsesandtriangles AT chénguānyǔ adiamondframebicyclerecognitionbasedonthegeometricrelationshipbetweentheellipsesandtriangles AT kuanyuchen yǐtuǒyuánxíngyǔsānjiǎoxíngjǐhéguānxìwèijīchǔzhīzuānshíxíngchējiàjiǎotàchēbiànshí AT chénguānyǔ yǐtuǒyuánxíngyǔsānjiǎoxíngjǐhéguānxìwèijīchǔzhīzuānshíxíngchējiàjiǎotàchēbiànshí AT kuanyuchen diamondframebicyclerecognitionbasedonthegeometricrelationshipbetweentheellipsesandtriangles AT chénguānyǔ diamondframebicyclerecognitionbasedonthegeometricrelationshipbetweentheellipsesandtriangles |
_version_ |
1718558122252959744 |