Dev

Dark-Field Microscopy — Dev Tier

(5 scenes)

Blind evaluation tier — no ground truth available.

Measurements (y), ideal forward operator (H), and spec ranges only.

Apply your pipeline from the Public tier. Use consistency as self-check.

Reconstructed signals and corrected spec. Scored server-side.

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True spec hidden — estimate parameters from spec ranges below.

Parameter	Spec Range	Unit
condenser_na_vs_objective_na_ratio	1.128 – 1.308	-
stray_light	-1.2 – 1.8	relative
scattering_angle_range	-0.15 – 0.15	-

#	Method	Score	PSNR	SSIM	Consistency	Trust	Source
1	Restormer-DF + gradient	0.770	32.94	0.952	0.8	✓ Certified	Zamir et al., CVPR 2022 (DF)
2	DiffusionDF + gradient	0.760	32.24	0.945	0.8	✓ Certified	Luo et al., arXiv 2023 (DF)
3	SwinIR-DF + gradient	0.760	30.97	0.93	0.89	✓ Certified	Liang et al., ICCV 2021 (DF)
4	BM3D-DF + gradient	0.739	30.27	0.921	0.84	✓ Certified	Dabov et al., IEEE TIP 2007 (DF adapt.)
5	Noise2Void-DF + gradient	0.650	25.58	0.82	0.83	✓ Certified	Krull et al., CVPR 2019 (DF)
6	Wiener-DF + gradient	0.640	24.62	0.79	0.89	✓ Certified	Wiener, 1949 (DF adapt.)
7	CARE-DF + gradient	0.639	25.2	0.808	0.82	✓ Certified	Weigert et al., Nat. Methods 2018 (DF)
8	Richardson-Lucy + gradient	0.568	21.94	0.687	0.87	✓ Certified	Richardson, JOSA 1972; Lucy, AJ 1974
9	TV-DF + gradient	0.513	20.17	0.607	0.84	✓ Certified	Rudin et al., Physica D 1992 (DF)

y H_ideal spec_ranges

Format: HDF5

Scenes: 5

0.4 × PSNR_norm + 0.4 × SSIM + 0.2 × (1 − ‖y − Ĥx̂‖/‖y‖)

PSNR: 40% SSIM: 40% Consistency: 20%