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A 3D real-time vision system based on passive stereovision algorithms: Application to laparoscopic surgical manipulations

机译:基于被动立体视觉算法的3D实时视觉系统:在腹腔镜手术操作中的应用

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Although 3D-vision systems can be an interesting way for precise laparoscopic surgical manipulations, the few existing ones present the disadvantages of giving only qualitative rather than quantitative 3D information. In this paper we present a first step of the stereo laparoscope which gives a real time 3D scene dimensions. It is based on algorithms coming from mobile robotics, called "passive stereo-vision" and that can achieve the 3D-vision compatible with the surgical acts execution times. Due to the evolution of a particular kind of electronic circuits called FPGA (Field Programmable Gate Array) which include a lot of multipliers, macro-cells and memories, it is possible today to develop a passive stereovision based architecture with real time performance and giving an output rate up to one hundred images per second. The algorithm which we have adopted to be implemented on the FPGA, in order to reach such performances, is the Correlation Census. This one has been chosen for its simplicity and its parallelism aspect. The main objective of this algorithm is to search the correspondence between two input images (right and left) taken from two different angles to get a "depth map" from which it is possible to reconstruct the 3D scene. To compute this algorithm, many pipelined stages of pre-processing are needed (means calculus, windowed Census transformation, best correspondence searching, and imagefiltering...).
机译:尽管3D视觉系统可能是用于精确腹腔镜手术操作的一种有趣方式,但现有的少数系统呈现出仅提供定性而非定量3D信息的缺点。在本文中,我们介绍了立体腹腔镜的第一步,该步骤可提供实时3D场景尺寸。它基于来自移动机器人技术的算法,称为“被动立体视觉”,可以实现与手术操作执行时间兼容的3D视觉。由于一种称为FPGA(现场可编程门阵列)的特殊电子电路的发展,该电路包括许多乘法器,宏单元和存储器,因此如今有可能开发一种具有实时性能并提供实时信号的基于无源立体视觉的架构。最高每秒输出一百张图像。为了达到这样的性能,我们采用的要在FPGA上实现的算法是相关普查。选择它的原因是它的简单性和并行性。该算法的主要目的是搜索从两个不同角度拍摄的两个输入图像(左右)之间的对应关系,以获得“深度图”,从中可以重构3D场景。要计算此算法,需要进行许多流水线化的预处理阶段(意味着演算,窗口人口普查变换,最佳对应搜索和图像过滤...)。

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