OceanLens, a neural network combining physics-based backscatter and attenuation estimation with Sobel and Laplacian-of-Gaussian losses, reports large improvements in GPMAE and UIQM, though on a small set of images with unsupported headline numbers.
A revised underwater image formation model,
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OceanLens: An Adaptive Backscatter and Edge Correction using Deep Learning Model for Enhanced Underwater Imaging
OceanLens, a neural network combining physics-based backscatter and attenuation estimation with Sobel and Laplacian-of-Gaussian losses, reports large improvements in GPMAE and UIQM, though on a small set of images with unsupported headline numbers.