Lecture Dates |
Topics |
Materials |
1 |
Sept 4 |
Tu |
Introduction and Overview
|
PPT, PDF |
2 |
Sept 6 |
Th |
Cameras and Image Formation
|
PPT,
PDF
Readings: Forsyth and Ponce, Chapter 1
Diffraction and Photography Tutorial |
3 |
Sept 11 |
Tu |
Eyes and HDR
|
PPT, PDF
Project 1 assigned |
4 |
Sept 13 |
Th |
Image Processing Basics
|
PPT,
PDF |
5 |
Sept 18 |
Tu |
Image Transformation
|
PPT,
PDF |
6 |
Sept 20 |
Th |
Camera Projection and
Calibration
|
PPT,
PDF |
7 |
Sept 25 |
Tu |
Image Mosaics
|
PPT,
PDF
Project 1 due on Sept 26
Project 2 assigned |
8 |
Sept 27 |
Th |
Matching Features
|
PPT,
PDF
Readings:
Lowe, IJCV 2004, Distinctive image
features from scale-invariant keypoints
Brown et al, CVPR 2005, Multi-image
matching using multi-scale oriented patches
Brown and Lowe, ICCV 2003, Recognizing
Panorama |
9 |
Oct 2 |
Tu |
Single View Modeling
|
PPT, PDF
Readings:
Horry et al, SIGGRAPH 1997, Tour into the picture
Criminisi et al, IJCV 2000, Single View Metrology
|
10 |
Oct 4 |
Th |
Shading and Illumination
|
PPT, PDF
Readings:
Woodham, Optical Engineering, 1980, Photometric Stereo
Hertzmann and Seitz, PAMI 2005, Example-based Pphotometric Stereo
Nayar et al, SIGGRAPH 2007, Fast Seperaton of Direct and Global Illumination |
11 |
Oct 9 |
Tu |
Stereo
|
PPT, PDF
Readings:
Forsyth and Ponce, Computer Vision, 2003, Chapter 11 Stereopsis
Scharstein and Szeliski, IJCV 2002, A taxonomy and evaluation of dense two-frame stereo correspondence algorithms
Zhang et al, SIGGRAPH, 2004, Spacetime Faces
Project 2 due on Oct 10
Project 3
assigned |
12 |
Oct 11 |
Th |
Structure from Motion
|
PPT, PDF
Readings:
Hartley and Zisserman, Multiple View Geometry, 2003, Chapter 9 Epipolar Geometry and the Fundamental Matrix (course reserve in Wendt Library)
Marc Pollefeys' online tutorial on SfM
Snavely et al, SIGGRAPH 2006, 3D Photo Tourism
|
13 |
Oct 16 |
Tu |
Multiview Stereo
|
PPT, PDF
Readings:
Kanade and Morris, Philosophical Transactions of the Royal Society of London, Series A, Vol. 356, No. 1740, 1998, Factorization Methods for Structure From Motion
Bill Triggs, et al, Vision Algorithms: Theory and Practice, 2000, Bundle Adjustment -- A Modern Synthesis
Kutukakos and Seitz, IJCV 2000, A Theory of Shape by Space Carving
Faugeras and Keriven, ECCV 1998, Complete Dense Stereovision using Level Set Methods |
14 |
Oct 18 |
Th |
Statistical Methods (Jerry Zhu) |
PCA.m 38.mat
Readings:
Forsyth and Ponce, Chapter 22, pp 507-509
|
15 |
Oct 23 |
Tu |
Face Detection and
Recognition
|
PPT, PDF
Readings:
Forsyth and Ponce, Chapter 22, pp 495-511
Turk and Pentland, J of Cognitive Neuroscience 3(1), Eigenfaces for recognition
Viola and Jonce, IJCV 2004, Robust Realtime Face Detection
Project 3 due on Oct 24 Final Project Out |
16 |
Oct 25 |
Th |
Re-cinematography(Mike Gleicher) |
|
17 |
Oct 30 |
Tu |
Plenotpic Function and
Lightfields
|
Readings:
Levoy and Hanrahan, SIGGRAPH 1996, Light Field Rendering
Isaksen, et al, SIGGRAPH 2000, Dynamically Reparameterized Light Fields
Ng et al, Stanford CS Tech Report 2005-02, Hand-Held Plenoptic Camera
Levoy, IEEE Computer 2006, Light Fields and Computational Imaging
Presenters: Lijie Heng and Shijin Kong (PPT, PDF) |
18 |
Nov 1 |
Th |
Automatic Photo Quality Assessment
|
Readings:
Cutzu, et al, CVPR 2003,
Estimating the photorealism of images: Distinguishing paintings from photographs
Data, et al, ECCV 2006,
Studying Aesthetics in Photographic Images Using a Computational Approach
Ke, et al, CVPR 2006, The Design of High-Level Features for Photo Quality Assessment
Presenters: Chris Hinrichs and Jake Rosin (PPT, PDF)
|
19 |
Nov 6 |
Tu |
Shape and Matching
|
Readings:
Belongie, et al, PAMI 2002, Shape matching and object recognition using shape contexts
Shechtman and Irani, CVPR 2007, Matching Local Self-Similarities across Images and Videos
Grausman and Darrell, ICCV 2005, Pyramid Matching Kernel
Presenters: Brandon Smith and Shengnan Wang (PPT, PDF) |
20 |
Nov 8 |
Th |
Text, Images, and Object Categories
|
Readings:
Berg et al, CVPR 2004, Names and Faces in the News
Berg and Forsyth, CVPR 2006, Animals on the Web
Lazebnik et al, CVPR 2006, Beyond Bags of Features
Presenters: Yan Cao and Steven Kappes (PPT, PDF) |
21 |
Nov 13 |
Tu |
Computed Tomographic (CT) Reconstruction (Vikas Singh)
|
|
22 |
Nov 15 |
Th |
Final
Project Proposal Presentation
|
|
23 |
Nov 20 |
Tu |
Imaging under Controlled Lighting
|
PPT, PDF
Readings:
The Digital Michelangelo Project
3D Photography on Your Desk
Coded Light Methods
Realtime Depth from Defocus
Lighting Reproduction |
|
Nov 22 |
Th |
Thanksgiving |
|
24 |
Nov 27 |
Tu |
Labeling Images for Fun
|
Readings:
Ahn, CHI 2004, Labeling Images with a Computer Game (game website)
Ahn, et al, Peekaboom: A Game for Locating Objects in Images (game website)
Russel et al, MIT AI LAB Memo, AIM-2005-025, Label Me (tool website)
Torralba et al. Tiny Images.
Presenters: Yan Cao and Chris Hinrichs (PPT, PDF) |
25 |
Nov 29 |
Th |
Indexing and Retrivel of Image Database
|
Final
Project progress report due on Dec 3
Readings: Sivic and Zisserman, CVPR 2003, Video Google
Nister and Stewenius, CVPR 2006, Scalable Recognition with a Vocabulary Tree
Chum et al, ICCV 2007, Total Recall: Automatic Query Expansion with a Generative Feature Model for Object Retrieval.
Presenters: Steven Kappes (PPT, PDF) and Brandon Smith (PPT, PDF) |
26 |
Dec 4 |
Tu |
Brain Image Analysis (Moo Chung)
|
Readings: |
27 |
Dec 6 |
Th |
Segmentation
|
Readings:
Comaniciu and Meer, ICCV 1999, Mean shift analysis and applications.
Shi and Malik. PAMI 2000. Normalized Cuts and Image Segmentation.
Kannan et al. NIPS 2006. Clustering Apperance and Shape by Learning Jigsaws.
Presenters: Jake Rosin (PPT, PDF) and Shengnan Wang (PPT, PDF) |
28 |
Dec 11 |
Tu |
Dataset Collection
|
Readings:
Ramanan et al, ICCV 2007, Leveraging Archival Video for Building Face Datasets
Jain et al, ICCV 2007, People-LDA: Anchoring Topics to People using Face Recognition
Schroff et al, ICCV 2007, Harvesting Image Databases from the web
Presenters: Lijie Heng (PPT, PDF) and Shijin Kong (PPT, PDF) |
29 |
Dec 13 |
Th |
Final
project presentation |
|