Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

Denoising MRI Images - Also CT & Microscopy Images

DigitalSreeni via YouTube

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Learn various techniques for denoising MRI, CT, and microscopy images in this 43-minute tutorial. Explore traditional methods such as Gaussian smoothing, bilateral filtering, anisotropic diffusion, non-local means, and Block-matching and 3D filtering (BM3D) algorithms. Understand why these approaches remain effective and efficient compared to deep learning models for image processing. Follow along with practical demonstrations using Python, including importing DICOM images and implementing OpenCV and BM3D algorithms. Access accompanying code and test images on the instructor's GitHub repository to practice and apply these denoising techniques to your own projects.

Syllabus

Introduction
Denoising algorithms
Importing DICOM images
Gaussian filter
Comparison
Bilateral
Results
Comparing results
Wavelet
Anisotropic Diffusion
Isotropic Diffusion
Nonlocal means
Nonlocal means 3D
OpenCV implementation
BM3D implementation

Taught by

DigitalSreeni

Reviews

Start your review of Denoising MRI Images - Also CT & Microscopy Images

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.