Global Contrast based Salient Region Detection_global contrast based salient region detection 代码-优快云博客

本文为大家分享一篇关于显著图检测的论文-《Global Contrast based Salient Region Detection》，即基于全局对比度的显著性检测。该论文发表在2011年的CVPR上，是在显著图方向上做得比较好的文章，文中的显著图提取做得很好，算法的速度也比较快。

下图1是本文算法的结果：

下图2-1是本文算法和其他算法的直观比较结果，图2-2是召回率和准确度方便的比较曲线：

图2-1

图2-2：

本文详细信息：

Ming-Ming Cheng, Guo-Xin Zhang, Niloy J. Mitra, Xiaolei Huang, Shi-Min Hu. Global Contrast based Salient Region Detection. IEEE CVPR, p. 409-416, Colorado Springs, Colorado, USA, June 21-23, 2011.

项目主页：[Project page]

引用：[Bib]

Pdf原文下载：[Pdf 15M]

Pdf中文翻译版下载：[Pdf 中文版]

C++实现源代码：[C++]

CVPR会议海报：[Poster]

常见问题回答：[FAQs]

另外附上文中提到的一些引用算法：

FT	[1] R. Achanta, S. Hemami, F. Estrada, and S. Susstrunk,“Frequency-tuned salient region detection,” in IEEE CVPR,2009, pp. 1597–1604.
AIM	[2] N. Bruce and J. Tsotsos, “Saliency, attention, and visual search:An information theoretic approach,” Journal of Vision, vol. 9,no. 3, pp. 5:1–24, 2009.
MSS	[3] R. Achanta and S. S ¨ usstrunk, “Saliency detection using maximum symmetric surround,” in IEEE ICIP, 2010, pp. 2653–2656.
SEG	[4] E. Rahtu, J. Kannala, M. Salo, and J. Heikkila, “Segmenting salient objects from images and videos,” ECCV, pp. 366–379,2010.
SeR	[5] H. Seo and P. Milanfar, “Static and space-time visual saliency detection by self-resemblance,” Journal of vision, vol. 9, no. 12,pp. 15:1–27, 2009.
SUN	[6] L. Zhang, M. Tong, T. Marks, H. Shan, and G. Cottrell, “SUN:A bayesian framework for saliency using natural statistics,” Journal of Vision, vol. 8, no. 7, pp. 32:1–20, 2008.
SWD	[7] L. Duan, C. Wu, J. Miao, L. Qing, and Y. Fu, “Visual saliency detection by spatially weighted dissimilarity,” in IEEE CVPR,2011, pp. 473–480.
IM	[8] N. Murray, M. Vanrell, X. Otazu, and C. A. Parraga, “Saliency estimation using a non-parametric low-level vision model,” in IEEE CVPR, 2011, pp. 433–440.
IT	[9] L. Itti, C. Koch, and E. Niebur, “A model of saliency-based visual attention for rapid scene analysis,” IEEE TPAMI, vol. 20,no. 11, pp. 1254–1259, 1998.
GB	[10] J. Harel, C. Koch, and P. Perona, “Graph-based visual saliency,”in NIPS, 2007, pp. 545–552.
SR	[11] X. Hou and L. Zhang, “Saliency detection: A spectral residual approach,” in IEEE CVPR, 2007, pp. 1–8.
CA	[12] S. Goferman, L. Zelnik-Manor, and A. Tal, “Context-aware saliency detection,” in IEEE CVPR, 2010, pp. 2376–2383.
LC	[13] Y. Zhai and M. Shah, “Visual attention detection in video sequences using spatiotemporal cues,” in ACM Multimedia,2006, pp. 815–824.
AC	[14] R. Achanta, F. Estrada, P. Wils, and S. S ¨ usstrunk, “Salient region detection and segmentation,” in IEEE ICVS, 2008, pp.66–75.
CB	[15] H. Jiang, J. Wang, Z. Yuan, T. Liu, N. Zheng, and S. Li,“Automatic salient object segmentation based on context and shape prior,” in British Machine Vision Conference, 2011, pp. 1–12.