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MIT CSAIL6.819/6.869: Advances in Computer Vision |
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Fall 2015 |
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This schedule is preliminary and subject to change as the term evolves.
| Lecture | Date | Topic | Course Materials | Assignments |
| Week 1 | ||||
| 1 | Thu 9/10/2015 | Introduction |
slides | |
| Week 2 | ||||
| R | Mon 9/14/2015 | Matlab Tutorial Room: 32-D463, Time: 5:00 - 6:00 pm |
example code | |
| 2 | Tue 9/15/2015 | Early vision: Basic of Image processing I: Points Operators, Linear Filtering, Fourier Transform | slide PDF PPT,example code,reading | |
| 3 | Thu 9/17/2015 | Early vision: Basic of Image processing II: Multi-scale representations (pyramids, gabors, wavelets) | slide PDF PPT,example code,reading | |
| Week 3 | ||||
| 4 | Tue 9/22/2015 | Early vision: Image Operations for ConvNets and Image Statistics | slide PDF PPT,example code,reading | PS1 given |
| 5 | Thu 9/24/2015 | Early vision: Image Features: Harris detector, SIFT, HOG & DPM | slide1 PDF PPT,slide2,reading | |
| Week 4 | ||||
| 6 | Tue 9/29/2015 | Mid-level vision: Edge detection and Segmentation | slide PDF PPT, reading | |
| 7 | Thu 10/1/2015 | Mid-level vision: Texture synthesis, Shape synthesis | slide PDF PPT,example code, reading | PS2 given - PS1 due |
| Week 5 | ||||
| 8 | Tue 10/6/2015 | Mid-level vision: Image formation, lenses | slide PDF | |
| 9 | Thu 10/8/2015 | Mid level vision: Stereo, Homographies, RANSAC | slide PDF | |
| Week 6 | ||||
| 10 | Thur 10/15/2015 | Mid level vision: Motion: continuous | slide PPT PDF | Week 7 |
| 11 | Tue 10/20/2015 | Mid level vision: Motion: discrete | slide PPT PDF | |
| 12 | Thu 10/22/2015 | Learning: Intro. Machine Learning for Vision | slide PDF | PS3 given - PS2 due |
| Week 8 | ||||
| 13 | Tue 10/27/2015 | Learning: Intro. to Deep Learning (CNN) | slide PDF | |
| 14 | Thu 10/29/2015 | Project session and MatConvNet tutorial | lecture note tutorial note | |
| Week 9 | ||||
| 15 | Tue 11/3/2015 | High level : Object and Scene Recognition I | slide PDF PPT | |
| 16 | Thu 11/5/2015 | High level : Object and Scene Recognition II | slide PDF PPT | |
| Week 10 | ||||
| 17 | Tue 11/10/2015 | Applications: Deep Learning for Vision I | slide PDF | Project summary due |
| 18 | Thu 11/12/2015 | Applications: Deep Learning for Vision II | slide PDF | PS4 given - PS3 due |
| Week 11 | ||||
| 19 | Tue 11/17/2015 | Applications: Deep Learning for Vision III | slide PDF | |
| 20 | Thu 11/19/2015 | Applications: Image Retrieval | slide PDF | |
| Week 12 | ||||
| 21 | Tue 11/24/2015 | No class, extra office hours (with TAs) | PS4 due | |
| Week 13 | ||||
| 22 | Tue 12/1/2015 | How to give a short talk and write a CVPR paper | slide PPT | |
| 23 | Thu 12/3/2015 | Project Presentation: Mini Places Challenge | ||
| Week 14 | ||||
| 24 | Tue 12/8/2015 | Project presentation: Own Project Talks | ||
| 25 | Thu 12/10/2015 | No class | Final report due | |
