Neural networks that are based on unfolding of an iterative solver, such as LISTA (learned iterative soft threshold algorithm), are widely used due to their accelerated performance.
Instead of feeding the network with synthetic data, we solely use real-world outdoor images and tune the network's parameters by directly minimizing the DCP.
Ranked #9 on Image Dehazing on SOTS Outdoor
The success of deep learning has been due, in no small part, to the availability of large annotated datasets.
Ranked #10 on Image Dehazing on SOTS Outdoor