期刊文献+

基于自动获取彩色目标的手臂运动轨迹跟踪 被引量:3

TRACKING ARM MOVING TRAJECTORY BASED ON AUTOMATICALLY OBTAINING COLOUR TARGETS
下载PDF
导出
摘要 将计算机视觉应用于对示教者动作的分析,控制机器人完成动作轨迹的复现,成为机器人智能化的一个研究方向。针对机器人模仿示教者动作的视觉需求,提出一种基于自动获取彩色目标的目标跟踪算法。该算法在L*a*b空间采用k均值聚类算法对彩色图像分类;在HSV空间基于H分量采用直方图门限法识别彩色目标,最后采用camshift算法实现在图像序列中对目标轨迹的跟踪。通过对人体手臂关节点运动轨迹跟踪的实验表明,该算法能自动准确地识别多个彩色目标,并自动生成手臂关节运动轨迹,是机械臂模仿示教者动作的关键技术之一。 It becomes a research direction of robotic intelligence that to apply computer vision in analysing teacher' s actions and controlling robot to reproduce the action trajectories. According to the vision demands of robots in imitating teacher' s actions, in this paper we propose a target tracking method which is based on obtaining colour targets automatically. The method uses k-means clustering algorithm to classify colour images in Lab colour space; in HSV space it recognises colour targets based on H component and using histogram thresholding method; at last it uses camshift algorithm to implement tracking the target trajectories from image sequences. Through the experiment of tracking the moving trajectory of human body arm joints, it is shown that the method can automatically and accurately recognise colour targets and automatically generate arm joints moving trajectory as well, it is one of the key technologies of imitating teacher' s actions by robot arm.
作者 闫国帅 张蓬
出处 《计算机应用与软件》 CSCD 2015年第2期135-137,154,共4页 Computer Applications and Software
基金 国家自然科学基金项目(50905186)
关键词 彩色目标识别 目标跟踪 手臂关节 模仿 Colour targets recognition Target tracking Arm joints Imitate
  • 相关文献

参考文献6

  • 1高云峰,吴秀芬.服务机器人视觉系统模块化研究综述[J].机械设计与制造,2010(2):165-167. 被引量:7
  • 2张宏志,张金换,岳卉,黄世霖.基于CamShift的目标跟踪算法[J].计算机工程与设计,2006,27(11):2012-2014. 被引量:56
  • 3Huang C L,Lin C C. Modelbased human body analysis for MPEG IV video encoder[ C ]//Proc. of Inter. Conference on hfformation Technol- ogy : Coding and Computing,2001:435 - 439.
  • 4袁国武,徐丹.一种结合了纹理和颜色的运动目标跟踪算法[J].计算机应用与软件,2011,28(11):81-84. 被引量:7
  • 5Aude Billard, Maja J Mataric. Learning human arm movements by imi- tation:Evaluation of a biologically inspired connectionist architecture [ J]. Robotics and Autonomous Systems,2001 (37) :145 -160.
  • 6Ido Zelman, Meirav Galun, Ayelet Akselrod-Ballin, et al. Nearly auto- matic motion capture system for tracking octopus arm movements in 3D space [ J ]. Journal of Neuroscience Methods, 2009 ( 182 ) : 97 - 109.

二级参考文献24

  • 1贾庆轩,杨磊,孙汉旭,马国伟,郐永涛.机器人模块化关节的设计与实现[J].机电产品开发与创新,2005,18(6):1-3. 被引量:5
  • 2段勇,徐心和.自主足球机器人视觉系统结构及关键技术[J].东北大学学报(自然科学版),2006,27(1):9-12. 被引量:8
  • 3邓志东.中国机器人模块化体系结构框架发展蓝皮书,2005.
  • 4付安新.基于DSP嵌入式机器人视觉系统的设计与研究:[硕士学位论文].杭州:浙江大学,2005.
  • 5许铭霖.基于ARM移动机器人视觉系统的研究:[硕士学位论文].广州:广东工业大学,2005.
  • 6李艳波.基于DSP_FPGA的机器人双目视觉系统硬件设计:[硕士学位论文].哈尔滨:哈尔滨工程大学,2005.
  • 7Comaniciu D, Ramesh V, Meer P. Kernel-based object tracking[J]. IEEE Trans. on Pattern Analysis and Machine Intelligence, 2003,25(5) :564 -575.
  • 8Comaniciu D, Ramesh V, Meer P. Real-time tracking of non-rigid objects using Meanshift [ C ]//IEEE International Proceedings of the Computer Vision and Pattern Recognition, DC : IEEE Computer Society, 2000:142 - 149.
  • 9Gonzalez R C, Woods R E. Digital image processing[M]. 2nd ed. Prentice Hall, 2002.
  • 10Ojala T, Pietikainen M, Maenpaa T. Muhiresolution gray-scale and rotation invariant texture classification with local binary patterns [J]. IEEE Trans. on Pattern Analysis and Machine Intelligence, 2002, 24 (7) : 971 -987.

共引文献67

同被引文献28

引证文献3

二级引证文献3

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部