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Estimating cumulus cloud shape from a single image

  • Yiming Zhang
  • , Zili Zhang
  • , Jiayue Hou
  • , Xiaohui Liang*
  • *此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Cumulus cloud is a typical kind of low-altitude cloud and bears detailed appearance. However, construct a cumulus cloud shape from image remains a challenging task. In previous works, cloud thickness is first calculated from intensities of the pixels and then cloud surface shape is obtained based on symmetry assumption. Given an image, an optimization problem is formulated based on the shape from shading(SFS) algorithm with unknown illumination. This paper addresses this problem and presents a simple and effective method which estimates the surface shape directly by leveraging the rich details of the cloud surface. In this paper, we propose two constraints: the boundary constraint and relative height constraint. Meanwhile, a multi-scale optimization technique is utilized and then back surface of the cloud is constructed. The experimental results show that our method can generate natural and realistic cumulus cloud shape with details like the image.

源语言英语
主期刊名Advances in Image and Graphics Technologies - 12th Chinese conference, IGTA 2017, Revised Selected Papers
编辑Xiaoru Yuan, Henry Been-Lirn Duh, Yongtian Wang, Yue Liu, Jian Yang, Shengjin Wang, Ran He
出版商Springer Verlag
147-156
页数10
ISBN(印刷版)9789811073885
DOI
出版状态已出版 - 2018
活动12th Chinese conference on Advances in Image and Graphics Technologies, IGTA 2017 - Beijing, 中国
期限: 30 6月 20171 7月 2017

出版系列

姓名Communications in Computer and Information Science
757
ISSN(印刷版)1865-0929

会议

会议12th Chinese conference on Advances in Image and Graphics Technologies, IGTA 2017
国家/地区中国
Beijing
时期30/06/171/07/17

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