Dev

Pump-Probe Microscopy — 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
time_zero_drift -24.0 – 36.0 fs
pump_power_fluctuation -1.2 – 1.8 -
chirp_(gdd) -120.0 – 180.0 fs^2
spatial_overlap_error -4.8 – 7.2 -

Dev Tier Leaderboard

# Method Score PSNR SSIM Consistency Trust Source
1 DynFormer + gradient 0.673 26.22 0.838 0.88 ✓ Certified Ultrafast dynamics transformer, 2024
2 MCR-ALS + gradient 0.594 23.54 0.752 0.79 ✓ Certified Tauler, Chemom. Intell. Lab. 1995
3 SVD-GlobFit + gradient 0.534 20.91 0.642 0.84 ✓ Certified van Stokkum et al., BBA 2004
4 TAS-Net + gradient 0.515 20.4 0.618 0.82 ✓ Certified Transient absorption DL, 2023

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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