Introduction to Computer Vision - Lab 1

1.

Introduction to Computer Vision
Lab 1
Fall 2024

2.

Agenda
-
Some intro
Some image manipulations in Colab
Some thing … discussion?
Fall 2024

3.

Who am I?
-
Leading Risk Modelling in AB bank
Specializing in designing AI systems related to Financial Area (including
Anomaly Detection, Risk Assessment, IRB, etc.)
Cloud Integration for ML solutions (Airflow, Docker, Flask, MLflow, etc.) as
well as MLOps
CV projects:
- System for detecting safety violation
… brief story
- Couple Face detection problems
solved problem? Real world says it depends…
Fall 2024

4.

Some practice
….
Fall 2024

5.

Assessment
• Group Project (3 students per group)
20%
• Homework
• Mid-term Exam + Lab Exam
20% + 10%
• Final Exam + Lab Exam
20% + 10%
• A. 90-100
• B. 75-89
• C. 60-74
• D. 0-59 (Fail)
Attendance is mandatory in the course
Fall 2024

6.

Schedule
• Week 1: Introduction to Computer Vision, Image Acquisition, Basic Image Processing
• Week 2: Image Filtering, Noise, Convolutions, Kernels, Smoothing and Blurring
• Week 3: Thresholding, Histograms, Image Gradients, Edge Detection and Morphological operations
• Week 4: Object Detection, Template Matching, Image Pyramids, HOG with SVM and Contours (Homework Out)
• Week 5: Image Features: Interest Points, Descriptors and Matching (Homework Submission)
• Week 6: Bag of Visual Words, Image Classification (Group Project Out)
• Week 7: Midterm Exam
• Week 8: Deep Learning for Object Detection and Localization (YOLO) (Group Project Proposal Submission)
• Week 9: Generative Adversarial Networks (GAN) for Computer vision
• Week 10: Face Detection, Viola Jones, Haar-like Features, Integral Image, Adaboost, Classifier Cascade
• Week 11: Hough Transform
• Week 12: Semantic Segmentation
• Week 13: Video Processing and Tracking (Group Project Submission)
• Week 14: Project Presentations
• Week 15:Final Exam
Fall 2024

7.

That’s it!
Don’t underestimate what visual applications already can do…
2011 - VAE - impressive!
In 2015 - GAN - wow!
In 2022 - Stable Diffusion - unbelievable
2024 - SORA - …
But can we say the same about object detection?
Fall 2024