Dev

Sonar — 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
sound_speed_profile -6.0 – 9.0 m/s
multipath -2.4 – 3.6
array_calibration -3.6 – 5.4 %

Dev Tier Leaderboard

# Method Score PSNR SSIM Consistency Trust Source
1 AcousticFormer + gradient 0.711 28.35 0.888 0.86 ✓ Certified Acoustic imaging transformer, 2024
2 SonarNet + gradient 0.562 21.72 0.678 0.87 ✓ Certified Underwater imaging CNN, 2022
3 MVDR/Capon + gradient 0.488 19.2 0.56 0.86 ✓ Certified Capon, Proc. IEEE 1969
4 DAS + gradient 0.483 19.43 0.571 0.8 ✓ Certified Van Trees, Array Processing, 2002

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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