The data set is a multi-dimensional, discrete representation of your real sample volume. It can be structured as a z-series of planes (optical slices) of multiple channels (dyes) in a temporal sequence of time points located at multiple spatial positions. Usually, the dataset shows a single experimental situation. A complete experiment can be composed by several datasets. The datasets are available as graphic files saved in plenty of file formats (standard formats as well as proprietary formats).
The link for the specific demo dataset for this guide is displayed below. All datasets are listed here: https://demodata.arivis.com
You can open the appropriate How to guide. By hovering over a pipeline, this button is displayed. When clicking on it, the option Open How to appears.
The following operations are part of the pipeline.
This operation allows to select the region of interest (ROI). ROI defines the dataset subarea that will be processed and analyzed by the pipeline.
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Parameter |
Description |
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ROI |
Sets the processing and analysis target space. |
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Current View |
The selected Z plane and the viewer area are processed. |
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Current Plane |
The selected Z plane is processed (XY). |
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Current Time Point |
The selected time point is processed (XYZ). |
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Current Image Set |
The complete dataset (XYZ and time) is processed. |
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Custom |
Allows to mix the previous methods. |
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Channels |
Sets the processing and analysis target channels. Selecting a single channel, all the operations in the pipeline will be forced to use it. |
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Scaling |
Sets the scaling of the dataset, which reduces it size. The measurements will not be modified by the scaling factor |
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Crop input data |
Sets the limitation of the data used for the calculation to only the cropped selection defined above. If this option is not selected, the entire image set is used for the calculation. |
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Additional settings for Input ROI expand, when you click in the operation.
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Parameter |
Description |
|---|---|
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Bounds |
Sets the analysis area edges. The whole XY bounds, the viewing area or a custom space can be applied. |
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Planes |
Sets the analysis planes range. A single plane, a range of planes or the whole stack can be selected. |
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Time Points |
Sets the analysis time points range. A single time pint, a range of time points or the whole movie can be selected. |
Set of operations performing noise reduction. Choose the more suitable method based on your sample and define the diameter.
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Parameter |
Description |
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|---|---|---|
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Channels |
Sets the processing and analysis target channel(s). |
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Method |
Sets the denoising algorithm. |
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Bilateral |
The Bilateral filtering can reduce the noise in an image while maintaining edges. A bilateral filtering blurs an image using both domain and range neighborhoods. |
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Discrete Gaussian |
The Discrete Gaussian filter blurs an image by convolution with a discrete Gaussian kernel. This method is fast, but blurs edges. |
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Flow-driven |
The curvature Flow-driven denoising filter is an anisotropic diffusion method used to reduce noise or unwanted detail in images while preserving specific image features. |
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Mean |
The Mean filter blurs the image by calculating a new intensity value for each pixel. The new intensity is equal to the average of the intensity values of the pixels in the local neighborhood. |
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Median |
The Median filter sets the intensity for each pixel to the median of the intensity values in the local neighborhood. The median is the intensity value and the center of the ordered sequence of all pixels in the local neighborhood. |
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Particle |
The Particle Enhancement Filter can be used to extract bright structures of a certain size from a noisy background. It convolves a given image with a special restoration kernel. |
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Diameter |
Sets the reference objects the reference objects diameter. |
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Automatic objects detection algorithm. It uses a local threshold method.
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Parameter |
Description |
|---|---|
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Channel |
Sets the analysis target channel. |
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Diameter |
Sets the reference objects diameter (max). |
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Probability |
Sets the probability threshold coefficient. |
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Split sensitivity |
Sets the sensitivity used to split touching objects. Decreasing the Split sensitivity will fuse more objects |
If you have set the parameters correctly, the preview (see Previewing the results) should look like this: