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Modelagem Paralela em C+CUDA de Sistema Neural de Visão Estereoscópica

机译:神经立体视觉系统的并行C + CUDA建模

摘要

The images formed on our retinae are bidimensional; however, from them our brain is capable of synthesizing a 3D representation with color, shape and depthinformation about the objects in the surrounding environment. For that, after choosing a point in 3D space, our eyes verge to this point and, at the same time, the visual system is fed back with the eyes position information, interpreting it as the distance of this point to the observer. Depth perception around the vergence point is obtained using visual disparity, i.e., the difference between the positions in the retinae of thetwo projections of a given point in 3D space caused by the horizontal separation of the eyes. Most of the depth perception processing is done in the visual cortex, mainlyin the primary (V1) and medial temporal (MT) areas. In this work, we developed a parallel implementation in C+CUDA of model, built at UFES, of the neural architecture of the V1 and MT cortices that uses as building blocks previous modelsof cortical cells and log-polar mapping. A sequential implementation of this model can create tridimensional representations of the external world using stereoscopic imagepairs obtained from a pair of fronto-parallel cameras. Our C+CUDA parallel implementation is almost 60 times faster and allows real-time 3D reconstruction.
机译:在我们视网膜上形成的图像是二维的。但是,通过它们,我们的大脑能够合成有关周围环境中物体的颜色,形状和深度信息的3D表示。为此,在3D空间中选择了一个点之后,我们的眼睛会转至该点,同时,视觉系统会反馈眼睛的位置信息,并将其解释为该点到观察者的距离。使用视差即在3D空间中由眼睛的水平分离引起的给定点的两个投影的视网膜位置之间的差异,可以获取散点周围的深度感知。大多数深度感知处理都在视觉皮层中完成,主要在主要(V1)和内侧颞部(MT)区域中进行。在这项工作中,我们开发了在UFES上建立的模型的C + CUDA并行实现的V1和MT皮质神经结构的模型,该模型用作构建皮质细胞和对数极坐标映射的先前模型。该模型的顺序实现可以使用从一对正面平行相机获得的立体图像对创建外部世界的三维表示。我们的C + CUDA并行实现速度快了近60倍,并允许实时3D重建。

著录项

  • 作者

    Carvalho Camilo Alves;

  • 作者单位
  • 年度 2009
  • 总页数
  • 原文格式 PDF
  • 正文语种 por
  • 中图分类

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