00:00:23
|
Course Outline
|
00:01:26
|
Recap: Appearance-Based Recognition
|
00:02:37
|
Recap: Recognition Using Histograms
|
00:03:30
|
Recap: Comparison Measures
|
00:06:19
|
Recap: Recognition Using Histograms
|
00:09:19
|
Generalization of the Idea
|
00:11:22
|
General Filter Response Histograms
|
00:12:07
|
Multidimensional Representations
|
00:13:02
|
Multidimensional Histograms
|
00:13:32
|
Multidimensional Representations
|
00:16:58
|
Special Case: Multiscale Representations
|
00:20:33
|
Generalization: Filter Banks
|
00:22:30
|
Example Application of a Filter Bank
|
00:23:08
|
Extension: Colored Derivatives
|
00:26:56
|
Summary: Multidimensional Representations
|
00:29:28
|
Application: Brand Identification in Video
|
00:31:25
|
You're Now Ready for First Applications...
|
00:34:00
|
Topics of This Lecture
|
00:35:14
|
Representations for Recognition
|
00:37:16
|
Example: The Space of All Face Images
|
00:38:52
|
The Space of All Face Images
|
00:40:36
|
Subspace Methods
|
00:42:45
|
Subspace Methods
|
00:44:24
|
Topics of This Lecture
|
00:44:39
|
Principal Component Analysis
|
00:46:53
|
Principal Component Analysis
|
00:50:19
|
Remember: Fitting a Gaussian
|
00:51:06
|
Interpretation of PCA
|
00:52:09
|
Interpretation of PCA
|
00:53:08
|
Interpretation of PCA
|
00:54:04
|
Properties of PCA
|
00:59:02
|
Projection and Reconstruction
|
01:01:27
|
Example: Object Representation
|
01:01:59
|
Principal Component Analysis
|
01:04:28
|
Object Detection by Distance TO Eigenspace
|
01:05:56
|
Eigenfaces: Key Idea
|
01:07:45
|
Eigenfaces Example
|
01:07:49
|
Eigenfaces: Key Idea
|
01:07:56
|
Eigenfaces Example
|
01:08:07
|
Eigenfaces Example
|
01:08:51
|
Eigenfaces Example
|
01:08:59
|
Eigenfaces Example
|
01:09:22
|
Eigenface Example 2 (Better Alignment)
|
01:17:48
|
Eigenfaces Example
|
01:19:48
|
Recognition with Eigenspaces
|
01:21:10
|
Object Identification by Distance IN Eigenspace
|
01:22:45
|
Parametric Eigenspace
|
01:24:10
|
Applications: Recognition, Pose Estimation
|
01:27:00
|
Applications: Visual Inspection
|
01:29:49
|
Important Footnote
|
01:31:10
|
Singular Value Decomposition (SVD)
|
01:31:46
|
References and Further Reading
|