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Urban road extraction based on shadow removal and road clues detection from high resolution RGB aerial image

机译:基于高分辨率RGB航拍图像的阴影去除和道路线索检测的城市道路提取

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摘要

In urban areas, the shadow cast by buildings, trees along the road, abundant objects and complex image texture make the extraction of the road on very high Resolution RGB aerial image very difficult and challenging. We propose a method of road extraction from RGB aerial image in the followings steps: Shadow removal, enhanced sobel transform, keypoints extraction based on Maximally Stable Extremal Regions (MSER), feature extraction based on Speeded Up Robust Features (SURF) and road construction based on multi-resolution segmentation. The experimental results show that the proposed method achieves a good result.
机译:在城市地区,建筑物,沿道路的树木,丰富的物体和复杂的图像纹理所投射的阴影使在高分辨率RGB航空图像上提取道路非常困难且具有挑战性。我们提出了从RGB航空图像中提取道路的方法,其步骤如下:阴影去除,增强的sobel变换,基于最大稳定极端区域(MSER)的关键点提取,基于加速鲁棒特征(SURF)的特征提取以及基于多分辨率细分。实验结果表明,该方法取得了较好的效果。

著录项

  • 来源
    《Image and signal processing for remote sensing XX》|2014年|92440S.1-92440S.10|共10页
  • 会议地点 Amsterdam(NL)
  • 作者单位

    Informatics Department, Institut Teknologi Sepuluh Nopember, Jalan ITS Raya, Sukolilo, Surabaya, 60111, Indonesia,Graduate School of Science and Technology, Kumamoto University, 2-39-1 Kurokami Chuo-ku, Kumamoto, 860-8555, Japan;

    Graduate School of Science and Technology, Kumamoto University, 2-39-1 Kurokami Chuo-ku, Kumamoto, 860-8555, Japan;

    Priority Organization for Innovation and Excellence, Kumamoto University, 2-39-1 Kurokami Chuo-ku, Kumamoto, 860-8555, Japan;

    Faculty of Computer and Information Science, Sojo University, 4-22-1 Ikeda Chuo-ku, Kumamoto, 860-0082, Japan;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Road extraction; very high resolution; shadow removal; MSER; SURF; segmentation; multi resolution;

    机译:道路提取;很高的分辨率;去除阴影; MSER;冲浪;分割;多分辨率;

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