XFEL Serial Femtosecond Crystallography (SFX)

xfel_sfx Ultrafast X-Ray
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 R Rotation D Detector
Spec Notation

M → R → D

Benchmark Variants & Leaderboards

XFEL Serial Femtosecond Crystallography (SFX)

XFEL Serial Femtosecond Crystallography (SFX)

Full Benchmark Page →
Spec Notation

M → R → D

Standard Leaderboard (Top 10)

# Method Score PSNR (dB) SSIM Trust Source
🥇 CNN Hit-Finder 0.775 32.92 0.952 ✓ Certified Ke et al., J. Synchrotron Rad. 2018
🥈 CrysFormer 0.745 31.56 0.938 ✓ Certified Crystallographic transformer, 2024
🥉 CrystFEL 0.547 24.38 0.782 ✓ Certified White et al., J. Appl. Cryst. 2012
4 EMC 0.546 24.36 0.781 ✓ Certified Loh & Elser, Phys. Rev. E 2009
Mismatch Parameters (4) click to expand
Name Symbol Description Nominal Perturbed
hit_rate h_r Hit rate (-) 10.0 14.0
indexing_ambiguity i_a Indexing ambiguity (-) 0.0 2.0
partiality_model_error p_m Partiality model error (-) 0.0 4.0
background_from_jet/carrier b_f Background from jet/carrier (-) 0.0 6.0