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Real-Time Panoramic Tracking for Event Cameras

机译:事件摄像机的实时全景跟踪

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Event cameras are a paradigm shift in camera technology. Instead of full frames, the sensor captures a sparse set of events caused by intensity changes. Since only the changes are transferred, those cameras are able to capture quick movements of objects in the scene or of the camera itself. In this work we propose a novel method to perform camera tracking of event cameras in a panoramic setting with three degrees of freedom. We propose a direct camera tracking formulation, similar to state-of- the-art in visual odometry. We show that the minimal information needed for simultaneous tracking and mapping is the spatial position of events, without using the appearance of the imaged scene point. We verify the robustness to fast camera movements and dynamic objects in the scene on a recently proposed dataset [18] and self-recorded sequences.
机译:活动摄像机是相机技术的范式转换。传感器而不是完整帧,而是捕获由强度变化引起的一组稀疏集事件。由于仅传输更改,因此这些相机能够捕获场景或相机本身的对象的快速移动。在这项工作中,我们提出了一种新的方法,可以在具有三个自由度的全景环境中进行摄像机跟踪活动摄像机。我们提出了一种直接的摄像机跟踪配方,类似于视觉测量的最新状态。我们表明,同时跟踪和映射所需的最小信息是事件的空间位置,而无需使用成像场景点的外观。我们验证了最近提出的数据集[18]和自录序列的场景中快速相机移动和动态对象的鲁棒性。

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