Dev

Photometric Stereo — 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
light_direction_error -1.2 – 1.8 degpersource
light_intensity_calibration 0.952 – 1.072 -
non_lambertian_surface_fraction -7.2 – 10.8 -
cast_shadow_fraction -3.6 – 5.4 ofpixels

Dev Tier Leaderboard

# Method Score PSNR SSIM Consistency Trust Source
1 PS-Transformer + gradient 0.707 28.93 0.899 0.79 ✓ Certified Ikehata, ICCV 2023
2 CNN-PS + gradient 0.647 25.72 0.824 0.8 ✓ Certified Ikehata, ECCV 2018
3 Robust PCA + gradient 0.647 24.93 0.8 0.89 ✓ Certified Wu et al., ECCV 2010
4 LS Normal Est. + gradient 0.537 20.75 0.634 0.88 ✓ Certified Woodham, Opt. Eng. 1980

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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