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Near Real-Time Estimation of Super-resolved Depth and All-In-Focus Images from a Plenoptic Camera Using Graphics Processing Units

机译:使用图形处理单元的全光摄像机超分辨深度和全焦点图像的近实时估计

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Depth range cameras are a promising solution for the 3DTV production chain. The generation of color images with their accompanying depth value simplifies the transmission bandwidth problem in 3DTV and yields a direct input for autostereoscopic displays. Recent developments in plenoptic video-cameras make it possible to introduce 3D cameras that operate similarly to traditional cameras. The use of plenoptic cameras for 3DTV has some benefits with respect to 3D capture systems based on dual stereo cameras since there is no need for geometric and color calibration or frame synchronization. This paper presents a method for simultaneously recovering depth and all-in-focus images from a plenoptic camera in near real time using graphics processing units (GPUs). Previous methods for 3D reconstruction using plenoptic images suffered from the drawback of low spatial resolution. A method that overcomes this deficiency is developed on parallel hardware to obtain near real-time 3D reconstruction with a final spatial resolution of800×600pixels. This resolution is suitable as an input to some autostereoscopic displays currently on the market and shows that real-time 3DTV based on plenoptic video-cameras is technologically feasible.
机译:深度摄像机是3DTV生产链的有希望的解决方案。彩色图像及其伴随的深度值的生成简化了3DTV中的传输带宽问题,并为自动立体显示器提供了直接输入。全光摄象机的最新发展使引入与传统摄象机类似操作的3D摄象机成为可能。相对于基于双立体摄像机的3D捕获系统,将全光摄像机用于3DTV具有一些好处,因为不需要进行几何和颜色校准或帧同步。本文提出了一种使用图形处理单元(GPU)以近乎实时的方式同时从全光相机同时恢复深度和全焦点图像的方法。使用全光图像进行3D重建的先前方法具有空间分辨率低的缺点。在并行硬件上开发了一种克服此缺陷的方法,以获得具有800×600像素最终空间分辨率的近实时3D重建。该分辨率适合作为当前市场上一些自动立体显示器的输入,并表明基于全光摄像机的实时3DTV在技术上是可行的。

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