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基于顏色衰減的自適應去霧算法
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山東科技大學(xué),山東科技大學(xué),山東科技大學(xué),山東科技大學(xué)

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2012年山東省優(yōu)秀中青年科學(xué)家科研獎勵基金項目;2012年第52批中國博士后科學(xué)基金面上二等資助項目;山東省高等學(xué)校科技計劃項目


An Adaptive defogging Algorithm Based on Color Attenuation
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Shandong University of Science and Technology,Shandong University of Science and Technology,Shandong University of Science and Technology,Shandong University of Science and Technology

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    摘要:

    霧霾使室外拍攝的圖像、視頻畫(huà)質(zhì)退化嚴重,給室外安防和交通監控等系統的正常運行帶來(lái)困難。去霧算法旨在恢復圖像質(zhì)量,增強圖像對比度和清晰度。本文提出了一種結合大氣散射模型與顏色衰減先驗的去霧復原模型,并以新增可見(jiàn)邊比為評價(jià)標準,給出了模型參數的自適應求取方法,并采用引導濾波對透射率進(jìn)行優(yōu)化,從而較好地恢復出無(wú)霧圖像。對有霧圖像分別采用本文方法和三種現有去霧算法進(jìn)行對比實(shí)驗,從實(shí)驗結果看,基于顏色衰減的自適應去霧算法可使圖像清晰度、對比度得到較大的提高,與其他算法相比,在實(shí)時(shí)性和清晰度方面有一定優(yōu)勢。

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    Abstract: The haze makes the outdoor images and videos quality degraded seriously, which brings big difficulties to the normal operation of security and traffic monitoring system. Defogging algorithm is designed to to restore the image quality, enhance the image contrast and clarity. In this paper,a model of defogging restoration model is proposed based on the atmospheric scattering model and the color attenuation prior. Furthermore, by introducing additional visible edge ratio as the evaluation criterion, an adaptive method for obtaining the model parameters is proposed, then a set of adaptive algorithm for defogging is formed, and then the transmission map is optimized by the guided filter to recover the final haze-free images. Experiments have been taken by applying the presented method and three existing defogging algorithms to two foggy images. the experimental results show that the adaptive defogging algorithm in this paper can make the image sharpness and contrast improved greatly, and has advantage in real-time and clarity comparing with the other three algorithms.

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范迪,提璇,孟琪,王光彩.基于顏色衰減的自適應去霧算法計算機測量與控制[J].,2018,26(9):200-204.

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  • 收稿日期:2018-01-29
  • 最后修改日期:2018-03-12
  • 錄用日期:2018-03-13
  • 在線(xiàn)發(fā)布日期: 2018-09-14
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