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基于改進(jìn)Live-Wire算法的無(wú)人機遙感影像標注
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渤海大學(xué)

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TN751

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Annotation Method of UAV Remote Sensing Images based on Proposed Live-Wire Algorithm
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    摘要:

    標簽的制作是深度學(xué)習應用的關(guān)鍵步驟,為了克服無(wú)人機平臺的復雜運動(dòng)、光照條件不足、地物輪廓復雜等導致遙感影像的地物輪廓提取和標注的難點(diǎn),文中提出一種改進(jìn)的Live-wire算法并用于無(wú)人機遙感影像的典型地物的標簽標注。通過(guò)改進(jìn)模糊隸屬度函數克服了Pal-King隸屬函數灰度覆蓋空間不足的缺陷并結合雙閾值方法實(shí)現邊緣點(diǎn)的提取,以改進(jìn)的Pal-King的模糊邊緣檢測方法替代Live-Wire算法的拉普拉斯邊緣提取方法;通過(guò)增加節點(diǎn)之間梯度幅值的變化特征優(yōu)化代價(jià)函數,以提高Live-Wire算法的輪廓跟蹤的連續性。大量的對比實(shí)驗證明,相較于傳統方法,改進(jìn)的Live-Wire方法的輪廓提取和跟蹤的穩健性、效率更高。

    Abstract:

    Sample annotation is the key step in the applications of deep learning. In order to solve labeling problems of typical ground objects in UAV remote sensing images caused by the complex motion of UAV platform, insufficient illumination and complexity of object contours. In this paper,an improved live-wire algorithm was proposed and applied into image annotation of typical objects in UAV remote sensing images. The traditional Pal-King fuzzy edge detection method was improved by proposing a fuzzy membership function to over-come defects in gray coverage of traditional PAL-King membership function and the double threshold method was used to extract edge points. Moreover, the proposed fuzzy edge detection method was used to replace the Laplace edge detection algorithm in traditional live-wire method. The cost function was further optimized by increasing change characteristics of gradient amplitude between nodes to improve perfor-mance and continuity of edge detection and contour tracking. A large number of experiments show that the proposed method can detect and track object contours of UAV images with higher robustness and efficien-cy than that of traditional methods.

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崔紅霞,陳麗君,趙昊罡.基于改進(jìn)Live-Wire算法的無(wú)人機遙感影像標注計算機測量與控制[J].,2021,29(9):182-186.

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歷史
  • 收稿日期:2021-02-03
  • 最后修改日期:2021-03-08
  • 錄用日期:2021-03-08
  • 在線(xiàn)發(fā)布日期: 2021-09-23
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