Image enhancement with wavelet-optimized whitening
arXiv:2212.10134 · doi:10.1051/0004-6361/202245345
Abstract
Due to its physical nature, the solar corona exhibits large spatial variations of intensity that make it difficult to simultaneously visualize the features present at all levels and scales. Many general-purpose and specialized filters have been proposed to enhance coronal images. However, most of them require the ad hoc tweaking of parameters to produce subjectively good results. Our aim was to develop a general purpose image enhancement technique that would produce equally good results, but based on an objective criterion. The underlying principle of the method is the equalization, or whitening, of power in the {\it à trous} wavelet spectrum of the input image at all scales and locations. An edge-avoiding modification of the {\it à trous} transform that uses bilateral weighting by the local variance in the wavelet planes is used to suppress the undesirable halos otherwise produced by discontinuities in the data. Results are presented for a variety of extreme ultraviolet (EUV) and white light images of the solar corona. The proposed filter produces sharp and contrasted output, without requiring the manual adjustment of parameters. Furthermore, the built-in denoising scheme prevents the explosion of high-frequency noise typical of other enhancement methods, without smoothing statistically significant small-scale features. The standard version of the algorithm is about two times faster than the widely used multiscale Gaussian normalization (MGN). The bilateral version is slower, but provides significantly better results in the presence of spikes or edges. Comparisons with other methods suggest that the whitening principle may correspond to the subjective criterion of most users when adjusting free parameters.
References in corpus (4)
Cited by in corpus (16)
- Defining the Middle Corona
- First Perihelion of EUI on the Solar Orbiter mission
- EUV fine structure and variability associated with coronal rain revealed by Solar Orbiter/EUI HRIEUV and SPICE
- Beyond the disk: EUV coronagraphic observations of the Extreme Ultraviolet Imager on board Solar Orbiter
- Study of the excitation of large amplitude oscillations in a prominence by nearby flares
- Thin coronal jets and plasmoid-mediated reconnection: Insights from Solar Orbiter observations and Bifrost simulations
- The SWAP Filter: A Simple Azimuthally Varying Radial Filter for Wide-Field EUV Solar Images
- Coronal kink oscillations and photospheric driving: combining SolO/EUI and SST/CRISP high-resolution observations
- First detection of acoustic-like flux in the middle solar corona
- Long-lived coronal loops in solar active regions
- Structure and dynamics of erupting solar prominences using the Rolling Hough Transform: Toward a feature-oriented classification
- Active chromospheric fibril singularity: Coordinated observations from Solar Orbiter, SST, and IRIS
- Active region upflows in various coronal structures and their coupling to the lower atmosphere
- A view of the evolution of a CME and the associated wave-trains at high spatial and temporal resolution
- Thermal Non-equilibrium Cycles in a Non-eruptive Pseudo-Streamer
- A Robust Deep Learning Framework for Prominence Detection through Composite Feature Representations