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High-speed video generation with an event camera

机译:使用事件摄像机高速生成视频

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摘要

The event camera is a kind of visual sensor that mimics aspects of the human visual system by only recording events when the light intensity on a pixel changes. This allows for an event camera to possess high temporal resolution and makes it able to capture fast motion. However, an event camera lacks information for all pixels within a scene, especially color information. In this paper, we aim to recover a typical scene in which the foreground undergoes high-speed motion which can be approximated by a planar motion, and the background is static. We demonstrate how to use the event camera to generate high-speed videos of 2D motion augmented with foreground and background images taken from a conventional camera. We match an object obtained for a static image to frames formed by the event stream, from the event camera, based on curve saliency, and we build a parametric model of affine motion to create image sequences. In this work, we are able to restore scenes of very fast motion such as falling or rotating objects and string vibration.
机译:事件相机是一种视觉传感器,它通过仅记录像素上的光强度变化时的事件来模仿人类视觉系统的各个方面。这使事件摄像机具有较高的时间分辨率,并能够捕获快速运动。但是,事件摄像机缺少场景中所有像素的信息,尤其是颜色信息。在本文中,我们旨在恢复一个典型的场景,在该场景中,前景经历了可以通过平面运动近似的高速运动,而背景是静态的。我们演示了如何使用事件摄像机生成2D运动的高速视频,并用从常规摄像机拍摄的前景和背景图像进行增强。我们基于曲线显着度,将为静态图像获得的对象与事件相机从事件流形成的帧进行匹配,并建立仿射运动的参数模型以创建图像序列。在这项工作中,我们能够恢复非常快速运动的场景,例如掉落或旋转的物体以及琴弦振动。

著录项

  • 来源
    《The Visual Computer》 |2017年第8期|749-759|共11页
  • 作者单位

    Tsinghua Univ, Dept Comp Sci & Technol, TNList, Beijing, Peoples R China;

    Victoria Univ Wellington, Sch Engn & Comp Sci, Wellington, New Zealand;

    Cardiff Univ, Sch Comp Sci & Informat, Cardiff, S Glam, Wales;

    Tsinghua Univ, Dept Precis Instrument, CBICR, Beijing, Peoples R China;

    Tsinghua Univ, Dept Comp Sci & Technol, TNList, Beijing, Peoples R China|Cardiff Univ, Sch Comp Sci & Informat, Cardiff, S Glam, Wales;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Event camera; Image matching; Video enhancement; Sensor fusion;

    机译:事件相机;图像匹配;视频增强;传感器融合;
  • 入库时间 2022-08-17 13:03:58

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