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image-super-resolution's Introduction

Image-super-resolution

Code for the IT204 project - Image super-resolution and De-blurring using python and matlab

The original paper - Image Super resolution and Deblurring using Deep CNN

Learning Phase 1:

  • Getting familiar with different Machine learning models.
  • Understanding the workings of a Basic Neural Network.
  • Implementing simple a simple CNN to better understand CNNs.

Learning Phase 2:

  • Learning how to use different tools for Deep Learning like NumPy and Keras.

Implementation Phase: 3:

  • Implementing the proposed CNN.

Learning phase 4:

  • Debugging and Code-Optimization.
  • Improvement Phase: Using new data to check the network’s performance and carry out minor improvements if possible.

image-super-resolution's People

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