Solving the Inversion Problem with RGB Filters

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SUMMARY

The discussion focuses on developing an algorithm to solve the inversion problem using RGB filters to measure unknown spectra based on known spectra I1, I2, and I3. The user seeks to determine the RGB values from the measurements obtained from the device, emphasizing the need for a training set to improve accuracy. The RGB values are derived from vectors containing 300 data points each, and the user aims to utilize multiple known spectra for better results.

PREREQUISITES
  • Understanding of RGB color space and its application in spectral analysis
  • Familiarity with algorithms for solving inverse problems
  • Knowledge of vector mathematics and data representation
  • Experience with data measurement techniques and calibration
NEXT STEPS
  • Research algorithms for spectral inversion and reconstruction
  • Explore machine learning techniques for training sets in spectral analysis
  • Learn about data preprocessing methods for RGB measurements
  • Investigate tools for visualizing and analyzing spectral data
USEFUL FOR

Researchers, data scientists, and engineers working in optical measurement, spectral analysis, and algorithm development for color and light measurement applications.

Edward Zhang
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I have some measurement data for known spectrum. Now I want to establish a algorithm for later measurement of unknown spectrum. I attached the equation in the image. r g b filters apply to the true spectrum I I am looking for. R G B are the measurement getting from the device. I1, I2, I3 are different spectrum measured. I want to based on the measured RGB values and known spectrum I1 I2 I3 to figure out r g b, so later I can use it for retrieve for other unknown I. I can figure out r g b with only one I, but I would thinking that's not accurate, so I want to bring in more known spectrum to form a training set. Anyone can help me with that? All the values are vectors contain 300 numbers.
[PLAIN][PLAIN][PLAIN]https://www.physicsforums.com/file:///C:\Users\zcj\AppData\Roaming\Tencent\Users\403532326\QQ\WinTemp\RichOle\_M4KG7`AMP48RLCUO%GG$WF.jpg
[PLAIN][PLAIN][PLAIN]https://www.physicsforums.com/file:///C:\Users\zcj\AppData\Roaming\Tencent\Users\403532326\QQ\WinTemp\RichOle\_M4KG7`AMP48RLCUO%GG$WF.jpg
[PLAIN][PLAIN][PLAIN]https://www.physicsforums.com/file:///C:\Users\zcj\AppData\Roaming\Tencent\Users\403532326\QQ\WinTemp\RichOle\_M4KG7`AMP48RLCUO%GG$WF.jpg
[PLAIN][PLAIN][PLAIN]https://www.physicsforums.com/file:///C:\Users\zcj\AppData\Roaming\Tencent\Users\403532326\QQ\WinTemp\RichOle\_M4KG7`AMP48RLCUO%GG$WF.jpg
[PLAIN][PLAIN][PLAIN]https://www.physicsforums.com/file:///C:\Users\zcj\AppData\Roaming\Tencent\Users\403532326\QQ\WinTemp\RichOle\_M4KG7`AMP48RLCUO%GG$WF.jpg
[PLAIN][PLAIN][PLAIN]https://www.physicsforums.com/file:///C:\Users\zcj\AppData\Roaming\Tencent\Users\403532326\QQ\WinTemp\RichOle\_M4KG7`AMP48RLCUO%GG$WF.jpg
 

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Thanks for the post! Sorry you aren't generating responses at the moment. Do you have any further information, come to any new conclusions or is it possible to reword the post?
 

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