Dev

Industrial CT — Dev Tier

(3 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
beam_hardening_order -0.6 – 0.9
scatter_fraction -0.18 – 0.27
source_blur -3.6 – 5.4 pixels
detector_efficiency 0.73 – 1.18

Dev Tier Leaderboard

# Method Score PSNR SSIM Consistency Trust Source
1 FBPConvNet + gradient 0.745 30.51 0.924 0.85 ✓ Certified Jin et al., IEEE TIP 2017
2 PnP-ADMM + gradient 0.687 26.78 0.853 0.89 ✓ Certified Venkatakrishnan et al., 2013
3 FDK + gradient 0.686 27.53 0.871 0.81 ✓ Certified Feldkamp et al., JOSA A 1984
4 Learned Primal-Dual + gradient 0.671 25.92 0.83 0.9 ✓ Certified Adler & Oktem, IEEE TMI 2018

Visible Data Fields

y H_ideal spec_ranges

Dataset

Format: HDF5
Scenes: 3

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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