Dive into Digital Image Processing
Mentors :
Vipul Patil
Hariprakash Reddy
Mentees :
8-10
Introduction to image processing:
- https://pyimagesearch.com/2021/04/17/image-classification-basics/
- https://www.javatpoint.com/concept-of-pixel
Image Classification algorithms(Object Oriented
Segmentation)
Linear Discriminant Functions ,Principal component analysis and K-means clustering
- https://towardsdatascience.com/k-means-clustering-algorithm-applications-evaluation-methods-and-drawbacks-aa03e644b48a
- https://www.javatpoint.com/linear-discriminant-analysis-in-machine-learning
Edge detection:
- https://www.javatpoint.com/opencv-canny-edge-detection
Prerequisites:
No prerequisites.
Tentative Timeline :
| Week | Work |
|---|---|
| Week 1 | Python installation and basics of image processing |
| Week 2 | Introduction to Image classification and Playing with pixels (assignment) |
| Week 3-5 | few Image classification algorithms(Linear Discriminant Functions ,Principal component analysis and K-means clustering) |
| Week 6-7 | Implementation of one of the classification algorithm (assignment) |
| Week 8 | Edge detection (If gets more time can implement canny edge detector(assignment)) |
