Solar EUV/X-ray Imaging

solar_imaging Astronomy Photon/euv
View Benchmarks (1)

Forward-Model Signal Chain

Each primitive represents a physical operation in the measurement process. Arrows show signal flow left to right.

M Modulation P Propagation D Detector
Spec Notation

M → P → D

Benchmark Variants & Leaderboards

Solar EUV/X-ray Imaging

Solar EUV/X-ray Imaging

Full Benchmark Page →
Spec Notation

M → P → D

Standard Leaderboard (Top 10)

# Method Score PSNR (dB) SSIM Trust Source
🥇 DeepEM 0.707 29.95 0.916 ✓ Certified Su et al., ApJ 2022
🥈 SolarFormer 0.706 29.88 0.915 ✓ Certified SDO-based restoration, 2024
🥉 Pixon 0.652 27.83 0.877 ✓ Certified Pina & Puetter, PASP 1993
4 Richardson-Lucy 0.568 24.99 0.802 ✓ Certified Richardson 1972 / Lucy 1974
Mismatch Parameters (4) click to expand
Name Symbol Description Nominal Perturbed
psf_degradation_(mirror_aging) p_d PSF degradation (mirror aging) (-) 0.0 4.0
stray_light s_l Stray light (-) 0.0 1.0
flat_field_error f_e Flat-field error (-) 0.0 0.6
pointing_jitter p_j Pointing jitter (arcsec) 0.0 0.2