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MIT CSAIL6.869: Advances in Computer Vision |
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Fall 2012 |
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This schedule is preliminary and subject to change as the term evolves. Please refer to Course Materials page for lecture notes and slides.
| Lecture | Date | Topic | Lecturer | Extra Readings | Assignments |
| Week 1 | |||||
| 1 | Thu Sep 6 | Simple linear vision system | Antonio | Papert (1966) | ps1 out |
| R | Fri Sep 7 | Matlab Tutorial | Jianxiong | Code | |
| Week 2 | |||||
| 2 | Tue Sep 11 | Linear Filters | Antonio | [Sz] 3.2, 3.3 | |
| 3 | Thu Sep 13 | Pyramids and scale space | Antonio | [Sz] 3.4, 3.5 Burt & Adelson (1983) Freeman & Adelson (1991) |
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| Week 3 | |||||
| 4 | Tue Sep 18 | Image statistics I | Antonio |
Barrow & Tenenbaum (1978) Simoncelli (2005) |
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| 5 | Thu Sep 20 | Image statistics II | Antonio | Fergus (2006) |
ps1 due |
| Week 4 | |||||
| 6 | Tue Sep 25 | Color | Bill Freeman | [Sz] 2.2, 2.3.2, [FP] 6 | ps2 out |
| 7 | Thu Sep 27 | Texture | Antonio | Julesz (1981) Heeger & Bergen (1995) Portilla & Simoncelli (1998) Efros & Leung (1999) |
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| Week 5 | |||||
| 8 | Tue Oct 2 | Edges and Segmentation | Antonio | Shi & Malik (2000) | |
| 9 | Thu Oct 4 | Image formation models | Antonio | ps3 out |
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| Week 6 | |||||
| Tue Oct 9 | NO CLASS (Columbus Day – Holiday) | ps2 due | |||
| Thu Oct 11 | NO CLASS (ECCV) | ||||
| Week 7 | |||||
| 10 | Tue Oct 16 | Calibration and stereo | Antonio | ||
| 11 | Thu Oct 18 | Shape-from-X | Antonio |
Single view metrology Automatic Photo Pop-up |
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| Week 8 | |||||
| 12 | Tue Oct 23 | Image features | Antonio | [Sz] 11 | ps3 due |
| 13 | Thu Oct 25 | Homographies and RANSAC | Antonio | [Sz] 4 | ps4 out |
| Week 9 | |||||
| 14 | Tue Oct 30 | Multi-view 3D Reconstruction | Jianxiong | [Sz] 7, 12 SFMedu | |
| 15 | Thu Nov 1 | Markov Random Fields | Bill | [Sz] 6.1 | |
| Week 10 | |||||
| 16 | Tue Nov 6 | Motion: continuous | Ce Liu | [Sz] 8 | project proposal due |
| 17 | Thu Nov 8 | Motion: discrete | Ce Liu | ps4 due | |
| Week 11 | |||||
| 18 | Tue Nov 13 | Object recognition I | Antonio | ||
| 19 | Thu Nov 15 | Object recognition II | Antonio | [Sz] 14.1,14.2 | |
| Week 12 | |||||
| 20 | Tue Nov 20 | Object recognition III | Antonio | ||
| Thu Nov 22 | NO CLASS (Thanksgiving Vacation) | ||||
| Week 13 | |||||
| 21 | Tue Nov 27 | Object recognition V | Antonio | ||
| 22 | Thu Nov 29 | Scene understanding. And a few notes about giving talks | Antonio | ||
| Week 14 | |||||
| 23 | Tue Dec 4 | Scene understanding and internet vision | Antonio | ||
| 24 | Thu Dec 6 | Final project presentations | You | ||
| Week 15 | |||||
| 25 | Tue Dec 11 | Final project presentations | You | ||
| Thu Dec 13 | project reports due | ||||