Schedule
Note: tentative schedule is subject to change.
S: Computer Vision: Algorithms and Applications, by Rick Szeliski. See Resources
FCV: Foundations of Computer Vision, by Antonio Torralba, Phillip Isola, and William Freeman.
Slides will be posted before each lecture in this OneDrive folder.
| Week | Date | Topic | Readings | Assignment |
|---|---|---|---|---|
| Course Introduction | ||||
| W1 | Tue, Aug 19 | Introduction | [S 1.1-1.3], [FCV 1,2,3] | |
| W1 | Thu, Aug 21 | Math Review | ||
| W2 | Tue, Aug 26 | Light and Color | [S 2.3.2], [FCV 8] | Syllabus Review Due |
| W2 | Thu, Aug 28 | Cameras and Image Formation | [S 3.1.1-2, 3.2], [FCV 5] | |
| Filters and Features | ||||
| W3 | Tue, Sep 2 | Linear Filters | [S 3.2.3, S 3.3.2-4, 4.2], [FCV 17] | PS1 Due |
| W3 | Thu, Sep 4 | Gradients, Edge Detection | [S 4.1], [FCV 18] | |
| W4 | Tue, Sep 9 | Local invariant features (part 1) | [S 4.1] | |
| W4 | Thu, Sep 11 | Local invariant features (part 2) | [S 2.1.1-2, 6.1.1, 6.1.4] | |
| Geometry and Calibration | ||||
| W5 | Tue, Sep 16 | Alignment, 2D Transformations, RANSAC | [S 4.3.2], [FCV 38, 41] | |
| W5 | Thu, Sep 18 | Homography and image warping | [S 3.6.1], [FCV 38, 41] | PS2 Due |
| W6 | Tue, Sep 23 | Intro Stereo and Calibration | [S 7.2, 11.1.1, 11.2-11.5], [FCV 39] | |
| W6 | Thu, Sep 25 | Review Day | ||
| W7 | Tue, Sep 30 | Exam 1 - in person | ||
| W7 | Thu, Oct 2 | Epipolar Geometry | [S 7.2, 11.1.1, 11.2-11.5], [FCV 40, 44] | |
| W8 | Tue, Oct 7 | Fall Break | ||
| W8 | Thu, Oct 9 | Stereo & Structure from Motion | [S 7.2, 11.1.1, 11.2-11.5], [FCV 40, 44] | Check-in Survey Due |
| Deep Learning and Recognition | ||||
| W9 | Tue, Oct 14 | Intro to Learning | [S 14.3], [FCV 9] | |
| W9 | Thu, Oct 16 | Gradient Based Learning | [FCV 10] | |
| W10 | Tue, Oct 21 | Neural Networks | [FCV 12] | PS3 Due |
| W10 | Thu, Oct 23 | Backpropagation | [CS 231 Backprop ex], [FCV 14] | |
| Vision Architectures and Models | ||||
| W11 | Tue, Oct 28 | Convolutional Neural Networks I | [CS 231 Convnets], [FCV 24] | |
| W11 | Thu, Oct 30 | Convolutional Neural Networks II | [CS 231 Convnets], [FCV 24, 36.2] | |
| W12 | Tue, Nov 4 | Vision Transformers | [FCV 26] | |
| W12 | Thu, Nov 6 | Segmentation & Detection | ||
| Advanced Applications and Topics (tentative) | ||||
| W13 | Tue, Nov 11 | Generative Models | [FCV 32] | |
| W13 | Thu, Nov 13 | The Importance of Data | PS4 Due | |
| W14 | Tue, Nov 18 | Review Day | ||
| W14 | Thu, Nov 20 | Exam 2 - in person | ||
| W15 | Tue, Nov 25 | Recent Research | ||
| W15 | Thu, Nov 27 | Thanksgiving Break | ||
| W16 | Tue, Dec 2 | No Lecture | ||