Georgia Tech CS 4476 Fall 2019 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 |
Mon, Aug 19 | Introduction | pptx, pdf | Ch. 1 | |
Wed, Aug 21 | Image formation (geometry) | pptx, pdf | Ch. 2 | |
Mon, Aug 26 | Image formation (photometry) | pptx, pdf | Ch. 2 | 1 out |
Wed, Aug 28 | Image processing | pptx, pdf | Ch. 3 | |
Mon, Sep 2 | No classes, Labor Day | |||
Wed, Sep 4 | Convolutional Neural Networks | pptx, pdf | ||
Mon, Sep 9 | Image processing | pptx, pdf | Ch. 3 | 1 due |
Wed, Sep 11 | Fourier transform | Ch. 3 | 2 out | |
Mon, Sep 16 | Feature detection (Harris) | pptx, pdf | Ch. 4 | |
Wed, Sep 18 | Feature Descriptors (SIFT) | pptx, pdf | Ch. 4 | 2a due on Fri |
Mon, Sep 23 | Edges and Hough Transform | pptx, pdf | Ch. 4 | |
Wed, Sep 25 | Feature-based alignment | pptx, pdf | Ch. 6 | 2b due on Fri |
Mon, Sep 30 | Feature-based alignment | pptx, pdf | Ch. 6 | |
Wed, Oct 2 | Structure from motion | pptx, pdf | Ch. 7 | 3 out |
Mon, Oct 7 | Structure from motion | pptx, pdf | Ch. 7 | |
Wed, Oct 9 | Midterm | |||
Mon, Oct 14 | Fall recess - no classes | |||
Wed, Oct 16 | Dense motion estimation | pptx, pdf | Ch. 8 | |
Mon, Oct 21 | Deep Learning (Cusuh Ham) | pptx, pdf | 3 due, 4 out | |
Wed, Oct 23 | Stereo Correspondence (Rehg) | pptx, pdf | Ch. 11 | |
Mon, Oct 28 | Dense motion estimation (cont'd) | pptx, pdf | Ch. 8 | |
Wed, Oct 30 | Stitching/High-Dynamic Range | pptx, pdf | Ch. 9/10 | |
Mon, Nov 4 | TBD | 4 due, 5 out | ||
Wed, Nov 6 | Object Recognition (Hoffman) | pptx, pdf | Ch. 14 | |
Mon, Nov 11 | Decection, Boosting, SVMS | pptx, pdf | Ch. 14 | |
Wed, Nov 13 | Deep Object Detection Architectures | pptx, pdf | Ch. 14 | |
Mon, Nov 18 | Grouping & Segmentation | pptx, pdf | Ch. 5 | 5 due, 6 out |
Wed, Nov 20 | Deep Segmentation | pptx, pdf | ||
Mon, Nov 25 | DL, Robotics & Language (Batra) | pptx, pdf | ||
Wed, Nov 27 | No classes, student recess | |||
Mon, Dec 2 | Control & Visual Servoing (Hutchinson) | pptx, pdf | 6 due | |
Wed, Dec 11 | Final - 2:40 PM ‐ 5:30 PM |