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Panoramic Background Image Generation for PTZ Cameras

机译:PTZ摄像机的全景背景图像生成

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摘要

Being able to cover a wide range of views, pantilt-zoom (PTZ) cameras have been widely deployed in visual surveillance systems. To achieve a global-view perception of a surveillance scene, it is necessary to generate its panoramic background image, which can be used for the subsequent applications such as road segmentation, active tracking, and so on. However, few works have been reported on this problem, partially due to the lack of benchmark dataset and the high complexity of panoramic image generation of PTZ cameras. In this paper, we build, for the first time to our best knowledge, a benchmark PTZ camera dataset with multiple views, and derive a complete set of panoramic transformation formulas for PTZ cameras. We further propose a fast multi-band blending method to address the efficiency issue in panoramic image fusion and mosaicing. Some related panoramic transformations are also developed, such as cylindrical and overlooking transformations. Our proposed approach exhibits impressive accuracy and efficiency in PTZ panorama generation as well as panoramic image mosaicing.
机译:能够变焦的视野范围广,PTZ摄像机已广泛应用于视觉监控系统中。为了获得监视场景的全局视图感知,有必要生成其全景背景图像,该图像可用于后续应用,例如道路分割,主动跟踪等。但是,有关此问题的报道很少,部分是由于缺乏基准数据集以及PTZ摄像机全景图像生成的高度复杂性。在本文中,我们首次以其所掌握的知识首次构建了具有多个视图的基准PTZ摄像机数据集,并导出了一套完整的PTZ摄像机全景转换公式。我们进一步提出了一种快速的多频带融合方法来解决全景图像融合和镶嵌中的效率问题。还开发了一些相关的全景变换,例如圆柱变换和俯视变换。我们提出的方法在PTZ全景图生成以及全景图镶嵌中显示出令人印象深刻的准确性和效率。

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