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Algorithm Details

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Acronym

PixelNet

Method title

PixelNet: Pixel-based Matching Cost Function for Light Field Disparity Estimation

Method description

By introducing disparity prior, we propose a novel pixel-based matching cost function (PMCF) for data cost construction, and implement a four-stage deep network-PixelNet for LF disparity estimation.
Two pixel-level processing modules, including BadPix Correction and Weight Modulation, are designed for PMCF formulation, making PixelNet occlusion-aware and can correct bad pixels.

Camera setup

full grid

Programming language

python

Runtime environment

Ubuntu16.04, 1080ti