Introduction to Computer Vision

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