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Learning Sub-Pixel Disparity Distribution for Light Field Depth Estimation

Learning Sub-Pixel Disparity Distribution for Light Field Depth Estimation

Light field (LF) depth estimation plays a crucial role in many LF-based applications. Existing LF depth estimation methods consider depth estimation as a regression problem, where a pixel-wise L1 loss is employed to supervise the training process. However, the disparity map is only a sub-space projection (i.e., an expectation) of …