Refining disparity maps using deep learning and edge-aware smoothing filter
Shamsul Fakhar Abd Gani,
Muhammad Fahmi Miskon,
Rostam Affendi Hamzah
et al.
Abstract:Stereo matching algorithm is crucial for applications that rely on three-dimensional (3D) surface reconstruction, producing a disparity map that contains depth information by computing the disparity values between corresponding points from a stereo image pair. In order to yield desirable results, the proposed stereo matching algorithm must possess a high degree of resilience against radiometric variation and edge inconsistencies. In this article convolutional neural network (CNN) is employed in the first stage… Show more
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