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基于图像分割和控制点的立体匹配算法研究
引用本文:李惠光,李 峰,邵 暖,沙晓鹏,王 帅.基于图像分割和控制点的立体匹配算法研究[J].计算机工程与应用,2015,51(23):160-163.
作者姓名:李惠光  李 峰  邵 暖  沙晓鹏  王 帅
作者单位:燕山大学 电气工程学院,河北 秦皇岛 066004
摘    要:提出了一种基于图像分割和地面控制点(GCP)的立体匹配算法。利用Mean-shift算法将参考图像根据彩色信息快速聚类成不同区域,利用像素点的RGB信息与梯度信息相结合计算初始视差;引入地面控制点(GCP)约束,构造能量函数,利用动态规划方法(DP)计算能量函数最小值;在图像分割区域内采用快速投票方式优化初始视差并获得最终视差图。实验结果表明:该算法能有效处理视差不连续和遮挡区域,也解决了DP算法带来的条纹等问题。

关 键 词:立体匹配  图像分割  地面控制点  动态规划(DP)  视差  

Segment-based stereo matching method with ground control points
LI Huiguang,LI Feng,SHAO Nuan,SHA Xiaopeng,WANG Shuai.Segment-based stereo matching method with ground control points[J].Computer Engineering and Applications,2015,51(23):160-163.
Authors:LI Huiguang  LI Feng  SHAO Nuan  SHA Xiaopeng  WANG Shuai
Affiliation:School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei 066004, China
Abstract:This paper presents an stereo matching algorithm based on an image segmentation and Ground Control Points (GCP). Regions of homogeneous color are located via the Mean-shift color image segmentation method. The combination of RGB information of the pixel and the gradient information is used to calculate the initial disparity. Under the constraint of Ground Control Points (GCP), the energy function is constructed, and the minimum energy function is computed by using Dynamic Programming (DP) method. The initial disparity is optimized by voting and the final disparity map is acquired in the area of image segmentation. The experimental results show that the algorithm has a better performance in occlusion region and disparity discontinuous region, and it is worth mentioning that the problem of stripes caused by DP algorithm is also solved.
Keywords:stereo matching  image segmentation  ground control points  Dynamic Programming(DP)  disparity  
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