Georgia Tech CS 6476 Fall 2020 edition
Note that while the schedule follows the organization in Szeliski's book, deep learning topics will be integrated throughout the course, having profoundly influenced the state of the art across all of computer vision.
Date | Topic | Slides | Reading | Projects | Quizzes |
Mon, Aug 17 | Logistics | pptx, pdf | - | Pytorch | |
Wed, Aug 19 | Introduction to CV | pptx, pdf | - | ||
Mon, Aug 24 | Geometric Image formation | pptx, pdf | - | ||
Wed, Aug 26 | Geometric Image formation | - | |||
Mon, Aug 31 | Photometric Image formation | pptx, pdf | - | ||
Wed, Sep 2 | Photometric Image formation | pptx, pdf | - | Image Filtering and Hybrid images | |
Mon, Sep 7 | No classes, Labor Day | - | |||
Wed, Sep 9 | Image processing | pptx, pdf | - | Quiz 1 | |
Mon, Sep 14 | Image processing | - | |||
Wed, Sep 16 | Image processing | - | Scene Recognition with Deep Learning | ||
Mon, Sep 21 | CNNs | - | |||
Wed, Sep 23 | CNNs | pptx, pdf | - | Quiz 2 | |
Mon, Sep 28 | Deep Learning | pptx, pdf | - | ||
Wed, Sep 30 | Recognition | pptx, pdf | - | Project 2 Intermediate Deadline | |
Mon, Oct 5 | Deep Image Recognition | pptx, pdf | - | ||
Wed, Oct 7 | Feature Detection and Matching | pptx, pdf | - | Quiz 3 | |
Mon, Oct 12 | Harris Corner Detector, in Detail | - | |||
Wed, Oct 14 | Descriptors and Matching | pptx, pdf | - | Local Feature Matching | |
Mon, Oct 19 | Image Alignment and Stitching | pptx, pdf | - | ||
Wed, Oct 21 | Motion Estimation | pptx, pdf | - | Quiz 4 | |
Mon, Oct 26 | Motion Estimation | - | |||
Wed, Oct 28 | Structure from motion & SLAM | pptx, pdf | - | Camera Projection Matrix and F Estimation | |
Mon, Nov 2 | Structure from motion & SLAM | - | |||
Wed, Nov 4 | Structure from motion & SLAM | pptx, pdf | - | Quiz 5 | |
Mon, Nov 9 | Structure from motion & SLAM | pptx, pdf | - | ||
Wed, Nov 11 | Stereo | pptx, pdf | - | Applied Object and Pose Detection | |
Mon, Nov 16 | Stereo | - | |||
Wed, Nov 18 | Deep Stereo | pptx, pdf | - | ||
Mon, Nov 23 | Segmentation | pptx, pdf | - | ||
-, Nov 25-29 | Thanksgiving Break | - | |||
-, Dec 1-8 | Final Exams | - | Quiz 6 |