HelioSoftware

RHEF

The Radial Histogram Equalizing Filter. Solar images usually show a bright ball in a dark void; RHEF shows the corona that is actually there, on the disk and off the limb, with no parameters to tune.

The same SDO/AIA 171 Å image twice. Left, a standard display: a bright disk fading into black. Right, after RHEF: loops and streamers visible out to the edge of the frame.
Left: a standard display. Right: rhef() at its defaults, nothing tuned. SDO/AIA 171 Å, 2011-06-07, from the SunPy sample data.
pip install sunkit-image
import sunpy.map
from sunkit_image.radial import rhef

rhef(sunpy.map.Map("aia_171.fits")).peek()

Gilly & Cranmer (2025), Visualization of High Dynamic Range Solar Imagery and the Radial Histogram Equalizing Filter, Solar Physics.