Public
Shearography — Public Tier
(3 scenes)Full-access development tier with all data visible.
What you get
Measurements (y), ideal forward operator (H), spec ranges, ground truth (x_true), and true mismatch spec.
How to use
Load HDF5 → compare reconstruction vs x_true → check consistency → iterate.
What to submit
Reconstructed signals (x_hat) and corrected spec as HDF5.
Parameter Specifications
✓
True spec visible — use these exact values for Scenario III oracle reconstruction.
| Parameter | Spec Range | True Value | Unit |
|---|---|---|---|
| shearing_amount_error | -2.0 – 4.0 | 1.0 | - |
| speckle_decorrelation | -0.06 – 0.12 | 0.03 | - |
| loading_non_uniformity | -4.0 – 8.0 | 2.0 | - |
InverseNet Baseline Scores
Method: CPU_baseline — Mismatch parameter: nominal
Scenario I (Ideal)
13.44 dB
SSIM 0.6187
Scenario II (Mismatch)
11.65 dB
SSIM 0.1994
Scenario III (Oracle)
19.78 dB
SSIM 0.1840
Per-scene breakdown (4 scenes)
| Scene | PSNR I | SSIM I | PSNR II | SSIM II | PSNR III | SSIM III |
|---|---|---|---|---|---|---|
| scene_00 | 13.33 | 0.6172 | 12.92 | 0.1751 | 19.74 | 0.1812 |
| scene_01 | 13.64 | 0.6232 | 10.08 | 0.2297 | 19.89 | 0.1827 |
| scene_02 | 13.41 | 0.6172 | 11.17 | 0.2077 | 19.70 | 0.1891 |
| scene_03 | 13.36 | 0.6172 | 12.44 | 0.1851 | 19.79 | 0.1829 |
Public Tier Leaderboard
| # | Method | Score | PSNR | SSIM | Consistency | Trust | Source |
|---|---|---|---|---|---|---|---|
| 1 | PhaseFormer + gradient | 0.766 | 31.11 | 0.932 | 0.91 | ✓ Certified | Phase unwrapping transformer, 2024 |
| 2 | ShearNet + gradient | 0.764 | 30.69 | 0.927 | 0.93 | ✓ Certified | Shearography DL reconstruction, 2022 |
| 3 | PnP-Phase + gradient | 0.665 | 25.83 | 0.827 | 0.88 | ✓ Certified | PnP with phase unwrapping prior |
| 4 | Goldstein MCF + gradient | 0.573 | 22.09 | 0.694 | 0.87 | ✓ Certified | Goldstein et al., Radio Sci. 1988 |
Visible Data Fields
y
H_ideal
spec_ranges
x_true
true_spec
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%