find_peaks

gammapy.detect.find_peaks(image, threshold, min_distance=1)[source]

Find local peaks in an image.

This is a very simple peak finder, that finds local peaks (i.e. maxima) in images above a given threshold within a given min_distance around each given pixel.

If you get multiple spurious detections near a peak, usually it’s best to smooth the image a bit, or to compute it using a different method in the first place to result in a smooth image. You can also increase the min_distance parameter.

The output table contains one row per peak and the following columns:

  • x and y are the pixel coordinates (first pixel at zero)
  • ra and dec are the RA / DEC sky coordinates (ICRS frame)
  • value is the pixel value

It is sorted by peak value, starting with the highest value.

If there are no pixel values above the threshold, an empty table is returned.

There are more featureful peak finding and source detection methods e.g. in the photutils or scikit-image Python packages.

Parameters:

image : WcsNDMap

2D map

threshold : float or array-like

The data value or pixel-wise data values to be used for the detection threshold. A 2D threshold must have the same shape as tha map data.

min_distance : int

Minimum pixel distance between peaks. Smallest possible value and default is 1 pixel.
Returns:

output : Table

Table with parameters of detected peaks