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Vector Disparity Sensor with Vergence Control for Active Vision Systems

机译:带有视觉控制的矢量视差传感器用于主动视觉系统

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摘要

This paper presents an architecture for computing vector disparity for active vision systems as used on robotics applications. The control of the vergence angle of a binocular system allows us to efficiently explore dynamic environments, but requires a generalization of the disparity computation with respect to a static camera setup, where the disparity is strictly 1-D after the image rectification. The interaction between vision and motor control allows us to develop an active sensor that achieves high accuracy of the disparity computation around the fixation point, and fast reaction time for the vergence control. In this contribution, we address the development of a real-time architecture for vector disparity computation using an FPGA device. We implement the disparity unit and the control module for vergence, version, and tilt to determine the fixation point. In addition, two on-chip different alternatives for the vector disparity engines are discussed based on the luminance (gradient-based) and phase information of the binocular images. The multiscale versions of these engines are able to estimate the vector disparity up to 32 fps on VGA resolution images with very good accuracy as shown using benchmark sequences with known ground-truth. The performances in terms of frame-rate, resource utilization, and accuracy of the presented approaches are discussed. On the basis of these results, our study indicates that the gradient-based approach leads to the best trade-off choice for the integration with the active vision system.
机译:本文提出了一种用于机器人应用中的主动视觉系统的矢量视差计算架构。双目镜系统的发散角的控制使我们能够有效地探索动态环境,但需要针对静态相机设置对视差计算进行一般化,其中视差在图像校正后严格为一维。视觉与运动控制之间的交互作用使我们能够开发出一种有源传感器,该传感器可实现围绕固定点的视差计算的高精度,以及用于收敛控制的快速反应时间。在此贡献中,我们致力于解决使用FPGA器件进行矢量视差计算的实时体系结构的开发。我们为视差,版本和倾斜度实现视差单元和控制模块,以确定固视点。另外,基于双目图像的亮度(基于梯度)和相位信息,讨论了矢量视差引擎的两种片上不同替代方案。这些引擎的多标度版本能够以非常好的精度估算出VGA分辨率图像上的矢量差异,最高可达32 fps,如使用具有已知真实性的基准序列所示。讨论了在帧速率,资源利用率和所提出方法的准确性方面的性能。基于这些结果,我们的研究表明基于梯度的方法为与主动视觉系统集成提供了最佳折衷选择。

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