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Perspective Correcting Visual Odometry for Agile MAVs using a Pixel Processor Array

机译:使用像素处理器阵列的敏捷MAVS的透视校正视觉径图

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This paper presents a visual odometry approach using a Pixel Processor Array (PPA) camera, specifically, the SCAMP-5 vision chip. In this device, each pixel is capable of storing data and performing computation, enabling a variety of computer vision tasks to be carried out directly upon the sensor itself. In this work the PPA performs HDR edge detection, perspective correction and image alignment based odometry, allowing the position and heading of a MAV to be tracked at several hundred frames per second. We evaluate our PPA based approach by direct comparison with a motion capture system for a variety of trajectories. These include rapid accelerations that would incur significant motion blur at low frame rates, and lighting conditions that would typically lead to under or over exposure of image detail. Such challenging conditions would often lead to unusable images when relying on traditional image sensors.
机译:本文介绍了一种使用像素处理器阵列(PPA)相机的视觉内径方法,具体而言,Scamp-5视觉芯片。在该设备中,每个像素能够存储数据和执行计算,使得能够直接在传感器本身上直接执行各种计算机视觉任务。在这项工作中,PPA执行基于HDR边缘检测,透视校正和图像对齐的内径测量,允许MAV的位置和标题以每秒几百帧进行跟踪。我们通过与各种轨迹的运动捕获系统直接比较来评估基于PPA的方法。这些包括在低帧速率下产生重大运动模糊的快速加速度,以及通常导致图像细节或暴露在图像细节下或过度的照明条件。当依赖传统的图像传感器时,这种具有挑战性的条件通常会导致无法使用的图像。

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