File:Richardson-Lucy deconvolution.gif

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Richardson-Lucy_deconvolution.gif(630 × 315 pixels, file size: 238 KB, MIME type: image/gif, looped, 17 frames, 12 s)

Summary

Description
English: A demonstration of the Richardson–Lucy deconvolution algorithm to some synthetic one-dimensional data.

The top left plot shows the unknown signal (sometimes called the source). The orange region is the true original signal, and the red curve is the signal inferred by applying some number of Richardson–Lucy iterations to the measurement.

The top right plot shows the convolution function (called the impulse-response function in 1D or the point-spread function or kernel in 2D) that describes the transformation from the signal to the measurement.

The bottom plot shows the measured degraded signal (sometimes called the image). The orange region is the actual measurement, with some Poisson noise, as is realistic for many forms of measurement. The red curve is the convolution of the inferred signal with the impulse response function.

The plot stops after 400 iterations, after which there's pretty good agreement between the true signal and the inferred signal. To find out what happens next, see File:Richardson-Lucy deconvolution gone wild.gif.

This image was generated using the code available at github.com/jkunimune/richardson-lucy.
Date
Source Own work
Author Justinkunimune

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Captions

The Richardson–Lucy algorithm used to reconstruct a 1D time-trace from a noisy measurement

Items portrayed in this file

depicts

11 April 2024

image/gif

File history

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Date/TimeThumbnailDimensionsUserComment
current19:41, 11 April 2024Thumbnail for version as of 19:41, 11 April 2024630 × 315 (238 KB)Justinkunimunemake the initial guess closer to the right answer
19:30, 11 April 2024Thumbnail for version as of 19:30, 11 April 2024630 × 315 (242 KB)JustinkunimuneUploaded own work with UploadWizard
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