/deep-learning-for-image-processing

Teaching and learning deep learning in the context of digital image processing

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Teaching digital image processing using deep learning with MATLAB®

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Introduction

This repository contains two lecture modules for image processing using deep learning techniques:

  • Image denoising using deep learning
  • Semantic image segmentation using deep learning

It is recommended that these modules are introduced in an (elective) image processing class.

Content

Each module consists of the following material:

  • Lecture slides (.pdf, power point slides provided upon request)
  • Homework assignment (MATLAB live script)
  • Homework assignment solution (MATLAB live script, provided upon request)
  • Detailed homework assignment instructions for students
  • Detailed homework assignment instructions for instructors (provided upon request)

The following materials are also provided for further guidance:

  • Syllabus
  • Instructions on using image labeler
  • A guided tour to image processing using deep learning with MATLAB
  • Term project ideas for image processing using deep learning (provided upon request)

Contact

Any questions or comments, requests for the instructor copies should be addressed to ai-education-contact@group.mathworks.com.