Hidden

Phase Contrast Microscopy — Hidden Tier

(5 scenes)

Fully blind server-side evaluation — no data download.

What you get

No data downloadable. Algorithm runs server-side on hidden measurements.

How to use

Package algorithm as Docker container / Python script. Submit via link.

What to submit

Containerized algorithm accepting y + H, outputting x_hat + corrected spec.

Parameter Specifications

🔒

True spec hidden — blind evaluation, only ranges available.

Parameter Spec Range Unit
phase_ring_alignment -0.7 – 2.3 umoffset
halo_artifact_strength -0.042 – 0.138 relative
phase_ring_absorption 0.672 – 0.792 -

Hidden Tier Leaderboard

# Method Score PSNR SSIM Consistency Trust Source
1 PhaseFormer + gradient 0.685 26.88 0.855 0.87 ✓ Certified Phase imaging transformer, 2024
2 DPC-ADMM + gradient 0.608 23.35 0.745 0.88 ✓ Certified Tian & Waller, BOE 2015
3 TIE Solver + gradient 0.557 21.75 0.679 0.84 ✓ Certified Teague, JOSA 1983
4 QPI-Net + gradient 0.482 19.73 0.586 0.75 ✓ Certified Rivenson et al., Light: S&A 2019

Dataset

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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