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HighResNet

This repo contains the reproduced and adapted work of the paper HighRes-net: [Recursive Fusion for Multi-Frame Super-Resolution of Satellite Imagery].(https://arxiv.org/abs/2002.06460)

  • Network: Contains all the source and configuration files needed to run HighRes-Net. These files have been modified from the original version to be adapted to work with the Virtual Moon Dataset.
  • Utils: Contains the utility scripts that were created to automate several processes:
    • lro_url_download.py: Reads a list of urls from a CSV file and download the files of those links into a specified directory.
    • database: Contains all the scripts related to the Virtual Moon database creation:
      • 8to16.py: Converts images from 8 bits to 16 bits.
      • database.py: Converts into greyscale the images inside every dataset in the directory and includes the clearance maps needed for the
      • lro_image_slicer: Crops a selected LRO image into small slices after modifying the intensity 3 times to create a validation dataset of a total of 20 LR images for the network.
      • monochannel.py: Converts images from color (3 channels) to greyscale (1 channel).
      • slicer.py: Creates datasets containing one HR and 20 LR images per input

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