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Depth Image Inpainting for RGB-D Camera Based on Light Field EPI

机译:基于光场EPI的RGB-D相机深度图像修复

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RGB-D camera is an active depth measurement device. Depth images collected by RGB-D camera usually have depth errors at objects edges and corners in image. Current researches of depth image inpainting methods were focusing on exploiting existed depth data and making use of corresponding RGB image. This paper proposes a method to inpaint depth image by using Light Field EPI (Epipolar Plane Image), which has a special linear structure. We present a software framework to extra objects edges depth data from light field EPI. Then we merge the depth image and light field EPI edges depth data to an integral depth image. Experimental results demonstrate the accurateness of the proposed depth image inpainting method, especially for thin objects and edges in image.
机译:RGB-D相机是一种主动式深度测量设备。 RGB-D相机收集的深度图像通常在图像的对象边缘和角落处具有深度误差。当前深度图像修复方法的研究主要集中在利用现有的深度数据并利用相应的RGB图像上。提出了一种利用特殊的线性结构的光场EPI(Epipolar Plane Image)对深度图像进行修复的方法。我们提出了一个软件框架,以处理来自光场EPI的额外对象边缘深度数据。然后,我们将深度图像和光场EPI边缘深度数据合并为一个完整的深度图像。实验结果证明了所提出的深度图像修复方法的准确性,特别是对于图像中的细小物体和边缘。

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