Learn · NPTEL

Course10810317453 lectures

Computer Vision And Image Processing - Fundamentals And Applications

Prof. M.K. Bhuyan · IIT Guwahati

Start with lecture 1 At NPTEL

Lectures

Week 1 : Introduction to Computer Vision and Basic Concepts of Image Formation

  1. Lec 1 : Introduction to Computer Vision Video
  2. Lec 2 : Introduction to Digital Image Processing Video
  3. Lec 3 : Image Formation: Radiometry Video

Week 2: Fundamental Concepts of Image Formation

  1. Lec 4 : Shape From Shading Video
  2. Lec 5 : Image Formation: Geometric Camera Models - I Video
  3. Lec 6 : Image Formation: Geometric Camera Model - II Video

Week 3: Fundamental Concepts of Image Formation

  1. Lec 7 : Image Formation: Geometric Camera Model - III Video
  2. Lec 8 : Image Formation in a Stereo Vision Setup Video
  3. Lec 9 : Image Reconstruction from a Series of Projections Video
  4. Lec 10 : Image Reconstruction from a Series of Projections Video

Week 4: Image Processing Concepts

  1. Lec 11 : Image Transforms - I Video
  2. Lec 12 : Image Transforms - II Video
  3. Lec 13 : Image Transforms - III Video

Week 5: Image Processing Concepts

  1. Lec 14 : Image Transforms - IV Video
  2. Lec 15 : Image Enhancement. Video
  3. Lec 16 : Image Filtering-I Video

Week 6: Image Processing Concepts

  1. Lec 17 : Image Filtering-II Video
  2. Lec 18 : Colour Image Processing - I Video
  3. Lec 19 : Colour Image Processing - II Video
  4. Lec 20 : Image Segmentation Video

Week 7: Image Descriptors and Features

  1. Lec 21 : Image Features and Edge Detection Video
  2. Lec 22 : Edge Detection Video
  3. Lec 23 : Hough Transform Video
  4. Lec 24 : Image Texture Analysis - I Video
  5. Lec 25 : Image Texture Analysis - II Video

Week 8: Image Descriptors and Features

  1. Lec 26 : Object Boundary and Shape Representations - I Video
  2. Lec 27 : Object Boundary and Shape Representations - II Video

Week 9:Image Descriptors and Features

  1. Lec 28 : Interest Point Detectors Video
  2. Lec 29 : Image Features - HOG and SIFT Video

Week 10:Fundamentals of Machine Learning

  1. Lec 30 : Introduction to Machine Learning - I Video
  2. Lec 31 : Introduction to Machine Learning - II Video
  3. Lec 32 : Introduction to Machine Learning - III Video
  4. Lec 33 : Introduction to Machine Learning - IV Video
  5. Lec 34 : Introduction to Machine Learning - V Video

Week 11:Applications of Computer Vision

  1. Lec 35 : Artificial Neural Network for Pattern Classification - I Video
  2. Lec 36 : Artificial Neural Network for Pattern Classification - II Video
  3. Lec 37 : Introduction to Deep Learning Video

Week 12: Applications of Computer Vision

  1. Lec 38 : Gesture Recognition Video
  2. Lec 39 : Background Modelling and Motion Estimation Video
  3. Lec 40 : Object Tracking Video
  4. Lec 41 : Programming Examples Video

Live Session

  1. Live Session 18-02-2021 Video
  2. Live Session 08-04-2021 Video
  3. Live Session 23-02-2022 Video
  4. Live Session 14-03-2022 Video
  5. Live Session 16-03-2022 Video
  6. Live Session 01-04-2022 Video
  7. Live Session 21-02-2024 Video
  8. Live Session 18-03-2024 Video
  9. Live Session 01-04-2024 Video
  10. Live Session 19-02-2025 Video
  11. Live Session 04-03-2025 Video
  12. Live Session 08-04-2025 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Guwahati
Department
Electrical Engineering
Teacher
Prof. M.K. Bhuyan
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
NPTEL gives no rating. Invisible Network shows it to Tweens profiles and older, judged from what the source says about it. How courses are placed