Sep 4, 2018 · Artificial Intelligence

How Laplacian Pyramid Networks Revolutionize Intrinsic Image Decomposition

This paper presents a scale‑space‑based deep neural network that treats intrinsic image decomposition as an image‑to‑image translation, introduces a multi‑channel Laplacian pyramid architecture with novel loss and data‑augmentation strategies, and demonstrates superior performance on MPI‑Sintel and MIT Intrinsic datasets.

Image-to-Image TranslationLaplacian pyramiddeep neural network

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How Laplacian Pyramid Networks Revolutionize Intrinsic Image Decomposition