zabir-nabil / text-image-denoiser

deep learning models trained to denoise/deblur text images (signle frame, multi-frame) [pytorch]

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text-image-denoiser

deep learning models trained to denoise/deblur text images (signle frame, multi-frame) [pytorch]

benchmark dataset: LP HDR dataset

Model-1: U-Net

UNet

  • s&p + gaussian blur
  • single frame
  • real noise map

Loss plot


UNet loss


Denoised samples

Pre-trained model

drive link

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deep learning models trained to denoise/deblur text images (signle frame, multi-frame) [pytorch]

License:MIT License


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Language:Python 100.0%