Light Field Reconstruction Using Shearlet Transform

September 29, 2015 Β· Declared Dead Β· πŸ› IEEE Transactions on Pattern Analysis and Machine Intelligence

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Authors Suren Vagharshakyan, Robert Bregovic, Atanas Gotchev arXiv ID 1509.08969 Category cs.CV: Computer Vision Citations 179 Venue IEEE Transactions on Pattern Analysis and Machine Intelligence Last Checked 3 months ago
Abstract
In this article we develop an image based rendering technique based on light field reconstruction from a limited set of perspective views acquired by cameras. Our approach utilizes sparse representation of epipolar-plane images in a directionally sensitive transform domain, obtained by an adapted discrete shearlet transform. The used iterative thresholding algorithm provides high-quality reconstruction results for relatively big disparities between neighboring views. The generated densely sampled light field of a given 3D scene is thus suitable for all applications which requires light field reconstruction. The proposed algorithm is compared favorably against state of the art depth image based rendering techniques.
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