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Grayscale images are used for all convolution algorithms.
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We have known that the equation for computing the size of a squared image after a convolution is given as: begin{aligned} i^{prime} = dfrac{i-k+2cdot p}{s} + 1 end{aligned} (1 where i is the size of the image before the convolution, k is the size of the receptive field, p is the number of padding used for the convolution, and s is the stride.
The PSF used for the convolution was obtained by averaging 30 3D PSFs acquired with our 100x objective (NA 1.40) and red fluorescent beads of 50-nm diameter (Molecular Probes) excited with a 532 nm laser.
The first 6 components (i.e., time bins) of the temporal kernel (i.e., 0 50 ms) were also used for input convolution in the theta model.
Furthermore, this estimation significantly depends on the pulse width of the source time function used for calculating the convolution.
Furthermore, sparse representation method was used for capturing the convolution kernels in the network, which simulates the function of the retina cells of the eyes.
The standard haemodynamic response function (HRF) was used for convolution with the regressors of the experimental design.
MaxEnt 1 algorithm was used for de-convolution of multiple envelop ions which determined that rArtinM has a molecular mass of 16,099.5 Da.
TOPAS was therefore used for convolution-based profile fitting (Fundamental Parameters Approach) and determination of crystallite size.
The XPS curve-fitting program, XPSPEAK 4.1, was used for peak de-convolution and assignment of binding energies, which was referenced to the adventitious C1s peak at 284.6 eV.
This was partially due to the fact that the simulated i.v. profile used for deconvolution (and later convolution in the validation phase) was the same for all batches and not fitted to each group of patients participating in clinical trials.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com