Dev

X-ray Crystallography — Dev Tier

(5 scenes)

Blind evaluation tier — no ground truth available.

What you get

Measurements (y), ideal forward operator (H), and spec ranges only.

How to use

Apply your pipeline from the Public tier. Use consistency as self-check.

What to submit

Reconstructed signals and corrected spec. Scored server-side.

Parameter Specifications

🔒

True spec hidden — estimate parameters from spec ranges below.

Parameter Spec Range Unit
crystal_orientation_error -0.12 – 0.18 deg
beam_divergence 0.076 – 0.136 mrad
absorption_correction 0.976 – 1.036 -
scale_factor 0.988 – 1.018 -

Dev Tier Leaderboard

# Method Score PSNR SSIM Consistency Trust Source
1 CrystFormer + gradient 0.670 26.75 0.852 0.81 ✓ Certified Crystallographic phasing transformer, 2024
2 DL-Phase + gradient 0.618 24.37 0.781 0.81 ✓ Certified Jumper et al., Nature 2021
3 SHELXD + gradient 0.610 23.67 0.757 0.85 ✓ Certified Sheldrick, Acta Cryst. D 2010
4 Molecular Replacement + gradient 0.449 17.9 0.495 0.86 ✓ Certified McCoy et al., J. Appl. Cryst. 2007

Visible Data Fields

y H_ideal spec_ranges

Dataset

Format: HDF5
Scenes: 5

Scoring Formula

0.4 × PSNR_norm + 0.4 × SSIM + 0.2 × (1 − ‖y − Ĥx̂‖/‖y‖)

PSNR: 40% SSIM: 40% Consistency: 20%
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