pca

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   data: 600x600x3 array of double, bip format [8,640,000 bytes]
 
   data: 600x600x3 array of double, bip format [8,640,000 bytes]
 
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Original Image
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Original 3-band Image:
 
   
 
   
 
[[Image:unfiltered.png|250px]]
 
[[Image:unfiltered.png|250px]]
 
   
 
   
Three principal components
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Three principal components:
 
   
 
   
 
[[Image:comp1.png|250px]] [[Image:comp2.png|250px]] [[Image:comp3.png|250px]]
 
[[Image:comp1.png|250px]] [[Image:comp2.png|250px]] [[Image:comp3.png|250px]]
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Original 6-band Image:
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[[Image:NYC-Band_Comparison.PNG|300px]]
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Six principal components:
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[[Image:NYC-PCA-C1.PNG|300px]] [[Image:NYC-PCA-C2.PNG|300px]] [[Image:NYC-PCA-C3.PNG|300px]] [[Image:NYC-PCA-C4.PNG|300px]] [[Image:NYC-PCA-C5.PNG|300px]] [[Image:NYC-PCA-C6.PNG|300px]]
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*[[mxm]]
 
*[[mxm]]
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*[[covar]]
 
*[[covar]]
 
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*[[eigen2]]
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*[[kt1]]
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*[[kt2]]
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*[[kt3]]
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*[[kt4]]
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*[[kt5]]
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*[[kt6]]
 
*[[pca2]]
 
*[[pca2]]
 
*[[pca_byte]]
 
*[[pca_byte]]
*[[eigen2]]
 
 
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*general_science.dvrc
 
*general_science.dvrc

Latest revision as of 17:36, 15 July 2012


Description

Principal Component Analysis

Compute the principal components of an N band real data image

NOTE: for the old 3 band pca version see pca_byte(). This version replaced the old byte version on 2-9-2011

Arguments and Return Values

Arguments: A numeric array and ignore value

Return Value: The rotated data

Usage

Syntax: pca(image [, ignore=FLOAT][, struct=BOOL])

'image' - A N-band image or data array

'ignore' - the ignore value for the black space of an image

'struct' - return the eigen vectors/values and covariance matrix

Examples

dv> a
600x600x3 array of byte, bip format [1,080,000 bytes]

dv> b=pca(a)
  data: 600x600x3 array of double, bip format [8,640,000 bytes]

Images

Original 3-band Image:

unfiltered.png

Three principal components:

comp1.png comp2.png comp3.png

Original 6-band Image:

NYC-Band Comparison.PNG

Six principal components:

NYC-PCA-C1.PNG NYC-PCA-C2.PNG NYC-PCA-C3.PNG NYC-PCA-C4.PNG NYC-PCA-C5.PNG NYC-PCA-C6.PNG


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Contact Developers

  • davinci-dev [AT] mars.asu.edu

All other topics

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Major Sub-Functions

Related Functions

Recent Library Changes

Created On: 02-15-2006
Modified On: 07-16-2012

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