计算机科学 ›› 2017, Vol. 44 ›› Issue (Z11): 269-272.doi: 10.11896/j.issn.1002-137X.2017.11A.057
王怡,徐文迪,余慧斌,郑河荣,潘翔
WANG Yi, XU Wen-di, YU Hui-bin, ZHENG He-rong and PAN Xiang
摘要: 针对背景区域干扰导致无法准确计算共同对象相似性的问题,提出利用图像显著性和SIFT流对齐算法改进图像协同分割质量。该算法首先计算图像显著性特征,然后 通过SIFT流 与交互式分割结果进行对齐和匹配,从而通过显著性与匹配结果得到像素标签的可能性,最后采用最小割理论进行分割边界优化。实验结果表明,与已有的协同分割算法相比,该算法能够提高分割质量。
[1] VICENTE S,ROTHER C,KOLMOGOROV V.Object coseg-mentation[C]∥IEEE Computer Society Conference on Compu-ter Vision and Pattern Recognition.2011:2217-2224. [2] ROTHER C,MINKA T,BLAKE A,et al.Cosegmentation ofImage Pairs by Histogram Matching-Incorporating a Global Constraint into MRFs[C]∥2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.2006:993-1000. [3] BATRA D,KOWDLE A,PARIKH D,et al.iCoseg:Interactive co-segmentation with intelligent scribble guidance[C]∥IEEE Conference on Computer Vision & Pattern Recognition.2010:3169-3176. [4] COLLINS M D.Random walks based multi-image segmenta-tion:Quasiconvexity results and GPU-based solutions[C]∥IEEE Conference on Computer Vision and Pattern Recognition.2012:1656-1663. [5] 谭兵.图像显著性区域检测及其GPU并行计算[D].大连:大连理工大学,2012. [6] ITTI L,KOCH C,NIEBUR E.A Model of Saliency-Based VisualAttention for Rapid Scene Analysis[J].IEEE Transactions on Pattern Analysis & Machine Intelligence,1998,20(11):1254-1259. [7] HOU X,ZHANG L.Saliency detection:A spectral residual approach[C]∥IEEE Conference on Computer Vision and Pattern Recognition.Minneapolis:IEEE Computer Press,2007:1-8. [8] SCHIKOPF B,PLATT J,HOFMANN T.Graph-Based Visual Saliency[C]∥ International Conference on Neural Information Processing Systems.2006:545-552. [9] CHENG M M,MITRA N J,HUANG X,et al.Global Contrast Based Salient Region Detection[J].IEEE Transactions on Pattern Analysis & Machine Intelligence,2015,37(3):409-416. [10] FELZENSZWALB P F,HUTTENLOCHER D P.Efficient Graph-Based Image Segmentation[J].International Journal of Computer Vision,2004,59(2):167-181. [11] ZHANG J M,QIAN D H.An Optical Flow Computing Method with the Local and Global Methods Combined[J].Computer Engineering & Science,2005,27(5):33-35. [12] LIU C,YUEN J,TORRALBA A.SIFT flow:dense correspondence across scenes and its applications[J].IEEE Transactions on Software Engineering,2011,33(5):978-994. [13] FELZENSZWALB P F,HUTTENLOCHER D P.Efficient Belief Propagation for Early Vision[J].International Journal of Computer Vision,2006,70(1):41-54. [14] CARREIRA J,SMINCHISESCU C.Constrained Parametric Min-Cuts for Automatic Object Segmentation[J].IEEE Transactions on Software Engineering,2010,23(3):3241-3248. |
No related articles found! |
|