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Schedule (tentative)
Note that the schedule is tentative, and will change depending on how slow / fast we are able to go. In particular, assignment release and due dates, quiz times, and project milestones shown here are subject to changes unless they have actually been released through the respective links: assignments, project, quizzes.
Recommended Textbooks
FP: Computer Vision: A Modern Approach by David Forsyth and Jean Ponce (2nd ed.)
S: Computer Vision: Algorithms and Applications by Richard Szeliski (PDF available online)
HZ: Multiple View Geometry in Computer Vision by Richard Hartley and Andrew Zisserman
Date
| Topic | Slides | Readings | Assignments |
Jan 18
| Introduction | PDF, PPTX | | |
Jan 20
| Perspective projection | PDF, PPTX | S2.1 | Assignment 0 |
Jan 25
| Cameras | PDF, PPTX | S2.2 | |
Jan 27
| Light and shading | ^ | S2.2, S2.3 | |
Feb 01
| Color
Dynamic Perspective | PDF, PPTX
PDF, PPTX | | Assignment 1 |
| | | | Assignment 0 Due
Feb 1 2023 11:59:59 PM |
Feb 03
| Filtering (Spatial domain) | PPTX, PDF | S3.2 | Project Proposal |
Feb 08
| Filtering
(Frequency domain, Image Pyramids) | PPTX, PDF | S3.4 | Demo Quiz |
Feb 10
| Edge Detection | PPTX, PDF | S7.2, gPb | |
Feb 15
| Corner Detection | PPTX, PDF | S7.1 | Assignment 2
Quiz 1 |
| | | | Assignment 1 Due
Feb 15 2023 11:59:59 PM |
Feb 17
| SIFT keypoints, Optical flow | PPTX, PDF
PPTX, PDF | S7.1, SIFT Paper | |
Feb 22
| Fitting | PPTX, PDF | SA.2, S7.4.2 | |
| | | | Project Proposal Due
Feb 23 2023 11:59:59 PM |
Feb 24
| Alignment | PPTX, PDF | S8.1 | |
Mar 01
| Alignment | PPTX, PDF | S8.1 | |
| | | | Assignment 2 Due
March 1 2023 11:59:59PM |
Mar 03
| Camera Calibration | PPTX, PDF | S11.1, S11.2, HZ8 | Assignment 3
IEF |
Mar 08
| Camera Calibration | PPTX, PDF | S11.1, S11.2, HZ8 | Quiz 2 |
Mar 10
| Epipolar Geometry | PPTX, PDF | S11.3, HZ9 | |
Mar 15
| No Class (Spring Break) | | | |
Mar 17
| No Class (Spring Break) | | | |
Mar 22
| Structure from Motion | PPTX, PDF | S11.4 | |
Mar 24
| Two-view Stereo | PPTX, PDF | S12.1, S12.3 | |
Mar 29
| Intro to recognition | PPTX, PDF | Digit Classification | Assignment 4 |
| | | | Assignment 3 Due
Mar 29 2023 11:59:59PM |
Mar 31
| No Class (Engineering Open House) | | | |
| | | | | Project Progress Report Due
April 4 2023 11:59:59PM |
Apr 05
| Neural Networks | PPTX, PDF | | Quiz 3 |
Apr 07
| Neural Network for Images | PDF | | |
Apr 12
| Segmentation | PPTX, PDF | FCN, UNET | |
Apr 14
| No Class | | | |
Apr 19
| Detection | PPTX, PDF | RCNN, Fast RCNN,FPN,
Faster RCNN | |
Apr 21
| Instance Segmentation | ^ | Mask RCNN | |
Apr 26
| Transformers | PPTX, PDF | ViT,VPT,
Swin, DETR | |
| | | | Assignment 4 Due
April 26 2023 11:59:59PM |
Apr 28
| Self-supervision | PPTX, PDF | MAE | |
May 03
| NeRF | PPTX, PDF
PPTX, PDF | NeRF
Instant NGP | Quiz 4
ICES |
| | | | | Projects Due
May 5 2023 11:59:59PM
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