Bicycle Detection on Single Side-view Image Based on the Geometric Relationship
博士 === 國立成功大學 === 資訊工程學系 === 105 === Improving the safety of transportation systems attract lots of attention. Researchers introduced their methods to detect and analyze the vehicle and the pedestrian on the road to accomplish this goal. However, the bicycle is also a significant factor of the safet...
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ndltd-TW-105NCKU53920132019-05-15T23:16:30Z http://ndltd.ncl.edu.tw/handle/qkna89 Bicycle Detection on Single Side-view Image Based on the Geometric Relationship 基於幾何關係的側面單張腳踏車影像偵測演算法 Yen-BorLin 林彥伯 博士 國立成功大學 資訊工程學系 105 Improving the safety of transportation systems attract lots of attention. Researchers introduced their methods to detect and analyze the vehicle and the pedestrian on the road to accomplish this goal. However, the bicycle is also a significant factor of the safety on a road but has not been well-studied relatively. In this dissertation, a bicycle 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 proposed triangle detection algorithm, the bicycle model and the geometric constraints on the relationship between the triangles and ellipses, the computation is fast according to the sample implementation and the evaluation of the reduced data amount. 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 2017 學位論文 ; thesis 86 en_US |
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博士 === 國立成功大學 === 資訊工程學系 === 105 === Improving the safety of transportation systems attract lots of attention. Researchers introduced their methods to detect and analyze the vehicle and the pedestrian on the road to accomplish this goal. However, the bicycle is also a significant factor of the safety on a road but has not been well-studied relatively. In this dissertation, a bicycle 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 proposed triangle detection algorithm, the bicycle model and the geometric constraints on the relationship between the triangles and ellipses, the computation is fast according to the sample implementation and the evaluation of the reduced data amount. 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.
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Chung-Ping Young |
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Chung-Ping Young Yen-BorLin 林彥伯 |
author |
Yen-BorLin 林彥伯 |
spellingShingle |
Yen-BorLin 林彥伯 Bicycle Detection on Single Side-view Image Based on the Geometric Relationship |
author_sort |
Yen-BorLin |
title |
Bicycle Detection on Single Side-view Image Based on the Geometric Relationship |
title_short |
Bicycle Detection on Single Side-view Image Based on the Geometric Relationship |
title_full |
Bicycle Detection on Single Side-view Image Based on the Geometric Relationship |
title_fullStr |
Bicycle Detection on Single Side-view Image Based on the Geometric Relationship |
title_full_unstemmed |
Bicycle Detection on Single Side-view Image Based on the Geometric Relationship |
title_sort |
bicycle detection on single side-view image based on the geometric relationship |
publishDate |
2017 |
url |
http://ndltd.ncl.edu.tw/handle/qkna89 |
work_keys_str_mv |
AT yenborlin bicycledetectiononsinglesideviewimagebasedonthegeometricrelationship AT línyànbó bicycledetectiononsinglesideviewimagebasedonthegeometricrelationship AT yenborlin jīyújǐhéguānxìdecèmiàndānzhāngjiǎotàchēyǐngxiàngzhēncèyǎnsuànfǎ AT línyànbó jīyújǐhéguānxìdecèmiàndānzhāngjiǎotàchēyǐngxiàngzhēncèyǎnsuànfǎ |
_version_ |
1719143110741590016 |