PerfectlyAverage: A classical open‐source software method to determine the optimal averaging parameters in laser scanning fluorescence microscopy

Laser scanning fluorescence microscopy (LSFM) is a widely used imaging method, but image quality is often degraded by noise. Averaging techniques can enhance the signal-to-noise ratio (SNR), but while this can improve image quality, excessive frame accumulation can introduce photobleaching and may lead to unnecessarily long acquisition times. A classical software method called PerfectlyAverage is presented to determine the optimal number of frames for averaging in LSFM using SNR, photobleaching, and power spectral density (PSD) measurements. By assessing temporal intensity variations across frames in a time series, PerfectlyAverage identifies the point where additional averaging ceases to provide significant noise reduction. Experiments with fluorescently stained tissue paper and fibroblast cells validated the approach, demonstrating that up to a fourfold reduction in averaging time may be possible. PerfectlyAverage is open source, compatible with any LSFM data, and it is aimed at improving imaging workflows while reducing the reliance on subjective criteria for choosing the number of averages.

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Publication Details

Journal
Journal of Microscopy
Published
2025-05-14
DOI
https://doi.org/10.1111/jmi.13425
Citations
1
Primary Topic
Advanced Fluorescence Microscopy Techniques
Type
article
Field-Weighted Citation Impact
1.63

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article

PerfectlyAverage: A classical open‐source software method to determine the optimal averaging parameters in laser scanning fluorescence microscopy

Shannan Foylan, W. B. Amos, Liam M. Rooney, Gail McConnell et al.
1 citations
Journal of Microscopy
Advanced Fluorescence Microscopy Techniques
1.63
article

PerfectlyAverage: A classical open‐source software method to determine the optimal averaging parameters in laser scanning fluorescence microscopy

Shannan Foylan, W. B. Amos, Liam M. Rooney, Gail McConnell, Gwyn W. Gould
article en
1 citations

Abstract

Laser scanning fluorescence microscopy (LSFM) is a widely used imaging method, but image quality is often degraded by noise. Averaging techniques can enhance the signal-to-noise ratio (SNR), but while this can improve image quality, excessive frame accumulation can introduce photobleaching and may lead to unnecessarily long acquisition times. A classical software method called PerfectlyAverage is presented to determine the optimal number of frames for averaging in LSFM using SNR, photobleaching, and power spectral density (PSD) measurements. By assessing temporal intensity variations across frames in a time series, PerfectlyAverage identifies the point where additional averaging ceases to provide significant noise reduction. Experiments with fluorescently stained tissue paper and fibroblast cells validated the approach, demonstrating that up to a fourfold reduction in averaging time may be possible. PerfectlyAverage is open source, compatible with any LSFM data, and it is aimed at improving imaging workflows while reducing the reliance on subjective criteria for choosing the number of averages.

Journal of MicroscopyVol. 299(2)
MRC Laboratory of Molecular Biology (GB), University of Strathclyde (GB)
Leverhulme Trust, Directorate for Biological Sciences, Medical Research Council, Engineering and Physical Sciences Research Council, Biotechnology and Biological Sciences Research Council
Openalex Percentile: Top 15%
Advanced Fluorescence Microscopy Techniques
1.63
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PerfectlyAverage: A classical open‐source software method to determine the optimal averaging parameters in laser scanning fluorescence microscopy — Shannan Foylan, W. B. Amos, et al. · Journal of Microscopy (2025) | TGRS Research Map | TGRS