Image Deblurring using Image Deconvolution

A deep CNN that restores blurred images by reversing motion blur.

Advisor: Prof. Amit Sethi, IIT Bombay  ·  Feb 2023 – Apr 2023

A deep convolutional neural network that restores blurred images by reversing the effects of motion blur.

  • Applied transfer learning on a dataset of 12,240 image patches to reduce noise and artifacts and accelerate convergence by fine-tuning a pre-trained CNN.
  • Achieved up to 92% deblurring accuracy with a model built in TensorFlow.