Georgia Tech CS x476 Fall 2021 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 |
Tue, Aug 24 | Logistics | S01-Logistics | - | Pytorch | |
Thu, Aug 26 | Introduction to CV | S02-Introduction | 1 | ||
Tue, Aug 31 | Geometric Image formation | S03-Geometry | 2.1 | ||
Thu, Sep 2 | Geometric Image formation | - | |||
Tue, Sep 7 | Photometric Image formation | S04-Photometry | 2.2 | Image Filtering and Hybrid images | |
Thu, Sep 9 | Photometric Image formation | 2.3 | |||
Tue, Sep 14 | Image processing | S05-Image-Processing | 3.1, 3.2 | Quiz 1 | |
Thu, Sep 16 | Image processing | 3.3, 3.4 | |||
Tue, Sep 21 | Image processing | - | |||
Thu, Sep 23 | CNNs | S06-Deep-Learning | - | Segmentation with CNNs | |
Tue, Sep 28 | Segmentation | S07-Segmentation | 5.2, 5.3 | ||
Thu, Sep 30 | Segmentation | - | Quiz 2 | ||
Tue, Oct 5 | Recognition | S08-Recognition | - | ||
Thu, Oct 7 | Recognition | - | Scene Recognition with Deep Learning | ||
Tue, Oct 12 | Fall Break | - | |||
Thu, Oct 14 | Deep Learning | S09-Learning-CNNs | - | Quiz 3 | |
Tue, Oct 19 | Deep Image Recognition | S10-Deep-Object-Recognition | - | ||
Thu, Oct 21 | Feature Detection and Matching | S11-Detection | 4.1.1 | ||
Tue, Oct 26 | Harris Corner Detector, in Detail | - | Local Feature Matching | ||
Thu, Oct 28 | Descriptors and Matching | S12-Descriptors-Matching | 4.1.2, 4.1.3 | Quiz 4 | |
Tue, Nov 2 | Image Alignment and Stitching | S13-Alignment | 6.1.1 | ||
Thu, Nov 4 | Image Alignment and Stitching | - | |||
Tue, Nov 9 | Motion Estimation | S14-Motion | - | Camera Projection Matrix and F Estimation | |
Thu, Nov 11 | Pose Estimation | - | Quiz 5 | ||
Tue, Nov 16 | Structure from Motion | S15-SfM | - | ||
Thu, Nov 18 | Structure from Motion | - | |||
Tue, Nov 23 | Structure from Motion | S16-SFM-2 | - | Applied Object and Pose Detection | |
Thu, Nov 25 | Thanksgiving Break | - | |||
Tue, Nov 30 | NeRF | S17-NeRF | - | ||
Thu, Dec 2 | Dense Stereo | S18-Dense-Stereo | |||
Tue, Dec 7 | Deep Stereo | S19-Deep-Stereo | - | ||
-, Dec 9-16 | Final Exams | - | Quiz 6 |