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稀疏光流快速计算的动态目标检测与跟踪
引用本文:陈添丁,胡鉴,吴涤. 稀疏光流快速计算的动态目标检测与跟踪[J]. 中国图象图形学报, 2013, 18(12): 1593-1600
作者姓名:陈添丁  胡鉴  吴涤
作者单位:浙江工商大学,浙江工商大学,浙江工商大学
基金项目:国家自然科学基金项目(面上项目,重点项目,重大项目)
摘    要:动态目标的检测与跟踪作为图像处理和计算机视觉学科的重要分支,广泛应用于军事和民用等各个领域。文中提出一种基于稀疏光流快速计算的目标检测和跟踪新方法,该方法通过计算能反映图像特征的特定像素点光流矢量来实现目标检测和跟踪,同时结合图像金字塔技术,可以检测和跟踪运动速度更快、运动尺度更大的目标。文中将该方法分别与稠密光流方法和基于颜色特征方法作对比,结果表明该方法有计算量小、能很好应对目标遮挡情况和能检测和跟踪运动速度较快的目标等诸多优点。实验在多种条件下对该方法进行了验证,跟踪准确率都能达到80%以上,且基本能符合实时性的要求,说明该方法具有可行性和实用价值。

关 键 词:稀疏光流;快速计算;特定像素;目标检测;运动跟踪
收稿时间:2013-01-08
修稿时间:2013-05-19

Dynamic target detection and tracking based on fast computation using sparse optical flow
Chen Tianding,Hu Jian and Wu Di. Dynamic target detection and tracking based on fast computation using sparse optical flow[J]. Journal of Image and Graphics, 2013, 18(12): 1593-1600
Authors:Chen Tianding  Hu Jian  Wu Di
Affiliation:Zhejiang Gongshang University,Zhejiang Gongshang University
Abstract:As an important branch of image processing and computer vision, dynamic target detection and tracking is widely applied in military, civilian and other fields. A new method of target detection and tracking based on fast computation using sparse optical flow is proposed in this paper. Only optical flow vectors of specific pixels which can reflect features of the image are calculated in this method, and image pyramid is combined to detect and track faster and larger-scale motion. In this paper, the new method is compared with methods based on dense optical flow and color feature respectively. The comparison results show that the method proposed in this paper has many advantages, such as high calculation efficiency, well dealing with target occlusion, well detecting and tracking fast target and so on. Experiments under various conditions are done to validate the effect of this method. Tracking accuracy can reach more than 80% in most cases and the method can also meet the real-time requirement. This indicates that the method is feasible and practical.
Keywords:sparse optical flow   fast computation   specific pixels   target detection   motion tracking
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