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Systemes de stereovision passive dedies a un stimulateur intra-cortical visuel.

机译:专用于视觉皮质内刺激器的无源立体视觉系统。

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摘要

The main objective of the present Master thesis is to design a passive stereovision system to be used in the cortical visual stimulators application. The system aims to provide blind patients with information on the spatial positioning of objects that are present in a given environment. Main requirements are real-time operability and high disparity estimation accuracy.;The second chapter presents two phase based approaches to solve the correspondence problem. The first system (Enhanced Phase Only Correlation, EPOC) is an enhancement of the 1D version of the Phase Only Correlation. The second system (Multiple Modes Phase Only Correlation, MMPOC) optimizes the 2D Phase Only Correlation method. The 2D Phase Only Correlation method is known to be more accurate than the 1D version, but takes a longer time to execute. A real-time implementation of the EPOC algorithm on a FPGA is described.;The third chapter discusses in more detail the EPOC system in a graphical framework. Key systems comparison is made in a Bayesian framework.;In the fourth chapter, we design two Hopfield based quantum associative memories that have the ability to infer depth from two images, the serial architecture and parallel architecture of Hopfield Quantum network. A comparison relates the drawbacks of the proposed systems with results of experimentations that were performed on the human brain.;The first chapter presents different approaches to solve the correspondence search problem, a main step to infer depth with passive stereovision systems. The first system is based on a Hidden Markov Model. We review the drawbacks of the proposed system and present a more stable approach that exists in the literature, Belief Propagation. We also present faster approaches to solve the correspondence problem, with a special attention on phase correlation.
机译:本硕士论文的主要目的是设计一种用于皮层视觉刺激器应用的无源立体视觉系统。该系统旨在为盲人患者提供有关给定环境中物体空间定位的信息。主要要求是实时可操作性和较高的视差估计精度。第二章提出了基于两阶段的方法来解决对应问题。第一个系统(增强的仅相位相关性,EPOC)是“仅相位相关性”的一维版本的增强。第二个系统(多模式仅相位相关,MMPOC)优化了2D仅相位相关方法。众所周知,“仅2D相位相关”方法比1D版本更准确,但是执行时间更长。描述了EPOC算法在FPGA上的实时实现。第三章在图形框架中更详细地讨论了EPOC系统。在贝叶斯框架中进行了关键系统的比较。在第四章​​中,我们设计了两个基于Hopfield的量子关联存储器,它们能够从两个图像(Hopfield Quantum网络的串行体系结构和并行体系结构)推断深度。比较结果表明,该系统的缺点与在人脑上进行的实验结果有关。第一章介绍解决对应搜索问题的不同方法,这是利用无源立体视觉系统推断深度的主要步骤。第一个系统基于隐马尔可夫模型。我们回顾了提出的系统的缺点,并提出了一种更稳定的方法,该方法存在于文献“信仰传播”中。我们还提出了解决对应问题的更快方法,特别注意相位相关性。

著录项

  • 作者

    Hawi, Firas.;

  • 作者单位

    Ecole Polytechnique, Montreal (Canada).;

  • 授予单位 Ecole Polytechnique, Montreal (Canada).;
  • 学科 Engineering Electronics and Electrical.;Artificial Intelligence.;Computer Science.
  • 学位 M.Sc.A.
  • 年度 2012
  • 页码 123 p.
  • 总页数 123
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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