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一种针对单幅室外图像的阴影检测算法

A Shadow Detection Algorithm for Single Outdoor Images
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摘要 提出一种针对单幅室外场景图像的阴影检测算法。算法首先利用阴影的亮度和纹理特征,融合轮廓检测和区域分割两种方法分割图像;然后,通过训练SVM来检测单个区域信息和区域之间的匹配信息;最后,利用图割算法综合判断阴影区域。实验结果表明,该算法可以有效地分割单幅室外图像中的阴影区域。 Proposes a novel shadow detection approach for a single natural outdoor image. This algorithm firstly segments image by using the characteristic of shadow: brightness and texture. Then, the algorithm trains a SVM to detect single region information and region-pair information. At last, uses Graph Cut algorithm to classify shadow/non-shadow regions. Experiments show that this method significantly detects shadow regions in single outdoor images.
作者 陈卓
出处 《现代计算机》 2016年第5期60-64,共5页 Modern Computer
基金 国家自然科学基金(No.61103137) 国家863计划(No.2013AA013902) 国家自然科学重点项目和科技支撑计划(No.2012BAH62F02)
关键词 阴影检测 阴影分割 区域对 Shadow Detection Shadow Segmentation Region-Pair
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参考文献10

  • 1G. D. Finlayson,S. D. Hordley,C. Lu,and M. S. Drew. On the Removal of Shadows from Images. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2006,28 ( 1 ) :59-68.
  • 2G. D. Finlayson, M. S. Drew, C. Lu. Intrinsic Images by Entropy Minimization. European Conference on Computer Vision,Prague, Czech Republic, 2004:582-595.
  • 3Guo Rui-qi, Dai Qie-yun, Hoiem, D. Single-Image Shadow Detection and Removal Using Paired Regions. IEEE Conference on Computer Vision and Pattern Recognition. Providence, RI, 2011: 2033-2040.
  • 4Canny,John. A Computational Approach to Edge Detection. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1986,8 (6): 679-698.
  • 5D. Comaniciu and P. Meer. Mean Shift: A Robust Approach Toward Feature Space Analysis. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2002,24 (5) :603-619.
  • 6J. B. MacQueen. Some Methods for Classification and Analysis of Multivariate Observations,Berkeley,Proceedings of 5-th Berkeley Symposium on Mathematical Statistics and Probability ,University of California Press, 1967.
  • 7P. Arbelaez, M. Maire, C. Fowlkes, J. Malik. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2011,33 (5): 898-916.
  • 8TSAI V. J. A Comparative Study on Shadow Compensation of Color Aerial Images in Invariant Color Models. IEEE Transactions on Geoscience and Remote Sensing,2006,44(6): 1661-1671.
  • 9Xiao Chunxia, Xiao Donglin ,Zhang Ling, Chen Lin. Efficient Shadow Removal Using Subregion Matching Illumination Transfer. Computer Graphics Forum, 2013,32 (7) :421-430.
  • 10Y. Boykov,O. Veksler,R. Zabih. Fast Approximate Energy Minimization Via Graph Cuts. IEEE Transactions on Pattern Analysis and Machine Intelligence,2001,23(11 ):1222-1239.

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