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Image registration using pytorch

Image-Restoration

Dependencies

  • numpy
  • scipy
  • matplotlib
  • pillow
  • scikit-image
  • pytorch

Dataset

Apple emoji dataset, which including ~2200 png images in size 160x160. Dataset source: https://github.com/iamcal/emoji-data

This is the preview of the dataset

Deformation: for each training image, a gaussian mixture overlapped by 3 randomly generated gaussian is applied to the image to perform a deformation. Random gaussian noise is also applied to each image.

Use the download raw image as image, deformed image as ground truth label.

Example of predicted images