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Isn't a logical next step to extract the depth field? Possible?

Isn't the depth decoder part of the processing already?

I should have read the abstract.

Right there in the abstract:

"Our approach works by predicting a dense motion flow field and a monocular depth map directly from a single motion-blurred image"