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An Hierarchical Approach Towards Road Image Segmentation

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : An Hierarchical Approach Towards Road Image Segmentation
นักวิจัย : Rahman, Ashfaqur , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) , Stockwell, David ,
คำค้น : Image Segmentation, Image Processing, Neural Networks, SVM
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2555
อ้างอิง : http://hdl.cqu.edu.au/10018/929870 , acquire1-20130117-125430 , cqu:9109
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

The segmentation of road images from vehicle mounted video is a challenging and difficult problem. One of the problems is the presence of different types of objects and not all objects are present in the same frame. For example, road sign is not visible in all frames. In this paper, we propose a novel framework for segmenting road images in a hierarchical manner that can separate the following objects: sky, road, road signs, and vegetation from the video data. Each frame in the video is analysed separately. The hierarchical approach does not assume the presence of a certain number of objects in a single frame. We have also developed a segmentation framework based on SVM learning. The proposed framework has been tested on the Transport and Main Roads Queensland’s video data. The experimental results indicate that the proposed framework can detect different objects with an accuracy of 95.65%.

บรรณานุกรม :
Rahman, Ashfaqur , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) , Stockwell, David , . (2555). An Hierarchical Approach Towards Road Image Segmentation.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Rahman, Ashfaqur , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) , Stockwell, David , . 2555. "An Hierarchical Approach Towards Road Image Segmentation".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Rahman, Ashfaqur , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) , Stockwell, David , . "An Hierarchical Approach Towards Road Image Segmentation."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2555. Print.
Rahman, Ashfaqur , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) , Stockwell, David , . An Hierarchical Approach Towards Road Image Segmentation. กรุงเทพมหานคร : Central Queensland University, Australia; 2555.