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Course10810509120 lectures

Medical Image Analysis

Prof. Debdoot Sheet · IIT Kharagpur

Start with lecture 1 At NPTEL

Lectures

Week 1

  1. Lecture 1 : Introduction to Medical Image Analysis Video
  2. Lecture 2: X Ray and CT Imaging Video
  3. Lecture 3: Magnetic Resonance Imaging Video
  4. Lecture 4: Ultrasound Imaging Video
  5. Lecture 5: Optical Microscopy and Molecular Imaging Video

MATLAB

  1. Lecture 6: Texture in Medical Images Video
  2. Lecture 7: Region Growing and Clustering Video
  3. Lecture 8: Random Walks for Segmentation Video
  4. Lecture 9 : Active Contours for Segmentation Video
  5. Lecture 10 : Systematic Evaluation and Validation Video

Week 3

  1. Lecture 11: Decision Trees for Segmentation and Classification Video
  2. Lecture 12: Random Forests for Segmentation and Classification Video
  3. Lecture 13: Neural Networks for Segmentation and Classification Video
  4. Lecture 14: Deep Learning for Medical Image Analysis Video
  5. Lecture 15 : Deep Learning for Medical Image Analysis (Contd.) Video

Week 4

  1. Lecture 16: Retinal Vessel Segmentation Video
  2. Lecture 17 : Vessel Segmentation in Computed Tomography Scan of Lungs Video
  3. Lecture 18 Video
  4. Lecture 19: Tissue Characterization in Ultrasound Video
  5. Lecture 20 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kharagpur
Department
Electrical Engineering
Teacher
Prof. Debdoot Sheet
Level
Undergraduate
Language
English
Subjects
Engineering
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
Who can watch
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