Course calendar (tentative--subject to
change)
The course calendar below
gives the lecture topics, assignment and due dates for
projects. The calendar is subject to change during the quarter, and we
will remind you as each of the due dates comes near.
Week
|
Topics
|
Readings
|
Assignments
|
1
|
March 30
Intro
[ppt, pdf, html]
Filtering [ppt,
pdf, html]
|
• Szeliski, Ch 1.0, 3.1-3.2
• (optional) bilateral filtering
|
|
April 1
Image features [ppt, pdf, html]
|
• Szeliski, Ch.4.1
• (optional) multi-image
matching [Brown05]
• (optional) SIFT
[Lowe04]
• (optional) affine
covariant features
|
Project
1 assigned
|
2
|
6
Features (continued)
Edges and Scale [ppt,
pdf, html]
|
• Cipolla & Gee on edge
detection
• Szeliski, Ch 4.1.2, 4.1.3
|
|
8
Cameras, projection [ppt, pdf, html]
|
• Szeliski, Ch 3.4-3.5, 2.1
• (optional) Nalwa 2.1
|
|
3
|
13 (Guest:
Rick Szeliski)
Image stitching: motion
models,
warping, RANSAC [ppt, pdf]
|
• Szeliski, Ch 5.1, 8.1
• (optional) Brown & Lowe, Recognising
Panoramas
• (optional) Szeliski & Shum, SIGGRAPH 97
•
(optional) RANSAC
|
|
15
Image stitching:
blending, deghosting
[ppt, pdf]
|
• Szeliski, Ch 8.2-8.3
|
Project 1 due
Project
2 assigned
|
4
|
20
Computational
Photography:
[ppt, pdf, html]
|
|
|
22
Optical flow [ppt, pdf, html]
|
• Szeliski, Ch. 7.1-7.2 (skip 7.1.2), 7.4
• (optional) Bergen et al. Hierarchical model-based motion estimation. ECCV’92, pp. 237–252
|
|
5
|
27
Recognition 1:
detection, eigenfaces [ppt, pdf, html]
|
• Szeliski, Ch.
14
|
|
29
Recognition 2: category
recognition
slides
from Li, Fergus, and Torralba
|
• Fei-Fei
Li, Rob Fergus, Antonio Torralba short-course
on Recognizing and Learning Object Categories
|
Project 2 due
Project
3 assigned
|
6
|
May 4
Projective
geometry [ppt,
pdf, html]
Single view modeling [Criminisi]
|
.• Mundy, J.L. and Zisserman,
A., Geometric
Invariance in Computer Vision, Appendix: Projective Geometry for Machine
Vision, MIT Press, Cambridge,
MA, 1992, (read 23.1 -
23.5, 23.10)
|
Project 4 assigned
|
6 (Guest: Sameer
Agarwal)
Structure from motion [ppt, pdf, html]
Photo tourism, Photosynth
|
• Noah Snavely's thesis,
Chapter 3
|
|
7
|
11
Stereo [ppt, pdf, html]
|
• Szeliski, Ch. 10
• (optional) D. Scharstein and R. Szeliski. A
taxonomy and evaluation of dense two-frame stereo correspondence algorithms.
IJCV, 47(1):7-42, 2002.
|
Project 3 due Tuesday
|
13
Multi-view stereo
[ppt, pdf, html]
|
• S.
Seitz et al. A
comparison and evaluation of multi-view stereo reconstruction algorithms.
CVPR'2006
|
Project 4 proposal due by 11:59pm (e-mail prof+TA)
|
8
|
18
Light, color
[ppt, pdf, html]
photometric stereo [ppt, pdf, html]
|
• Szeliski,
Ch. 2.3.2
|
|
20
Class project proposals
|
• (optional)
Forsyth & Ponce, Chapter 7
• see slides for (optional) supplementary refs
|
Project 4 status report due (in class)
|
9
|
25 no class
(Memorial
Day, no class)
|
|
|
27 (Guest: Xiaofeng
Ren)
Segmentation and
grouping1[ppt]
|
|
|
10
|
June 1 (Guest:
Xiaofeng Ren)
Segmentation and
grouping2[ppt]
|
|
|
3
|
|
|
5
|
|
|
11
|
8 Final
project presentations
|
|
Project 4 final presentation
2:30pm-4:20pm,
PAA 114 (Physics
Building)
|
10 Final project writeups
|
|
Project 4 final writeup
|
|