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Enhance dim images that are also blurry with LEDNet

Enhance dim images that are also blurry with LEDNet


LEDNet: Joint Low-light Enhancement and Deblurring in the Dark

arXiv paper abstract https://arxiv.org/abs/2202.03373



Night photography typically suffers from both low light and blurring issues due to the dim environment and the common use of long exposure.


While existing ... methods could deal with each problem individually, a cascade of such methods cannot ... cope well with joint degradation of visibility and textures.


Training an end-to-end network is also infeasible as no paired data is available to characterize the coexistence of low light and blurs.


... introducing a novel data synthesis pipeline that models realistic low-light blurring degradations.


... present an effective network, named LEDNet, to perform joint low-light enhancement and deblurring.


... demonstrate the effectiveness of our method on both synthetic and real-world datasets.



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