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UAV-based automatic generation of high-resolution panorama at a construction site with a focus on preprocessing for image stitching

机译:在建筑工地上基于无人机的自动生成高分辨率全景图,重点是图像拼接的预处理

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摘要

As construction sites increase in size, it becomes more difficult for a manager to understand the status of the site on time. However, with the development of unmanned aerial vehicles (UAVs), it is possible to collect a large amount of visual data of the construction site in a short time. Using this data, a large-scale construction site can be monitored in a timely and frequent manner with computer vision technologies. This paper proposes a method to generate a panorama of a construction site by using an image stitching technique with a focus on preprocessing. To create high-quality panoramas, blurred frames of videos are filtered out, key frames are selected, and camera lens distortion is corrected. The proposed method produced a high-quality panorama of a construction site, which was evaluated by comparing it with an aerial photograph and the panorama produced by the existing image stitching technique. The proposed method is expected to help managers to easily identify various construction site conditions with the help of high-quality image data.
机译:随着建筑工地规模的增加,经理变得更难以及时了解工地的状态。但是,随着无人机的发展,有可能在短时间内收集大量的施工现场视觉数据。使用这些数据,可以使用计算机视觉技术及时且频繁地监视大型建筑工地。本文提出了一种以图像拼接技术为重点的生成施工现场全景图的方法。要创建高质量的全景图,请过滤掉视频的模糊帧,选择关键帧,并校正相机镜头的畸变。所提出的方法产生了建筑现场的高质量全景图,并将其与航拍照片和通过现有图像拼接技术产生的全景图进行了比较。该方法有望帮助管理人员借助高质量的图像数据轻松识别各种施工现场条件。

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