Public

Lattice Light-Sheet Microscopy — Public Tier

(5 scenes)

Full-access development tier with all data visible.

Measurements (y), ideal forward operator (H), spec ranges, ground truth (x_true), and true mismatch spec.

Load HDF5 → compare reconstruction vs x_true → check consistency → iterate.

Reconstructed signals (x_hat) and corrected spec as HDF5.

✓

True spec visible — use these exact values for Scenario III oracle reconstruction.

Parameter	Spec Range	True Value	Unit
lattice_period_error	-1.0 – 2.0	0.5	relative
dithering_range	-0.15 – 0.15	0.0	-
sheet_na_error	-0.01 – 0.02	0.005	-
excitation_psf_sidelobe	-2.0 – 4.0	1.0	relative

Method: CPU_baseline — Mismatch parameter: nominal

13.27 dB

SSIM 0.3991

11.88 dB

SSIM 0.2385

19.75 dB

SSIM 0.4579

Per-scene breakdown (4 scenes)

Scene	PSNR I	SSIM I	PSNR II	SSIM II	PSNR III	SSIM III
scene_00	17.02	0.3838	14.94	0.2440	20.04	0.5013
scene_01	14.23	0.2969	12.92	0.2098	19.23	0.5480
scene_02	8.52	0.3871	8.01	0.2308	20.11	0.3417
scene_03	13.30	0.5284	11.66	0.2694	19.61	0.4408

#	Method	Score	PSNR	SSIM	Consistency	Trust	Source
1	DiffDeconv + gradient	0.845	36.95	0.978	0.92	✓ Certified	Huang et al., NeurIPS 2024
2	Restormer+ + gradient	0.839	36.48	0.976	0.92	✓ Certified	Zamir et al., ICCV 2024
3	ScoreMicro + gradient	0.830	36.52	0.976	0.87	✓ Certified	Wei et al., ECCV 2025
4	DeconvFormer + gradient	0.811	34.49	0.964	0.9	✓ Certified	Chen et al., CVPR 2024
5	U-Net + gradient	0.808	33.83	0.96	0.93	✓ Certified	Ronneberger et al., MICCAI 2015
6	CARE + gradient	0.797	32.74	0.95	0.95	✓ Certified	Weigert et al., Nat. Methods 2018
7	Restormer + gradient	0.796	33.82	0.959	0.87	✓ Certified	Zamir et al., CVPR 2022
8	ResUNet + gradient	0.794	33.56	0.957	0.88	✓ Certified	DeCelle et al., Nat. Methods 2021
9	PnP-DnCNN + gradient	0.754	30.2	0.92	0.92	✓ Certified	Zhang et al., IEEE TIP 2017
10	PnP-FISTA + gradient	0.706	27.53	0.871	0.91	✓ Certified	Bai et al., 2020
11	Wiener Filter + gradient	0.699	26.87	0.855	0.94	✓ Certified	Analytical baseline
12	TV-Deconvolution + gradient	0.690	26.85	0.854	0.9	✓ Certified	Rudin et al., Phys. A 1992
13	Richardson-Lucy + gradient	0.636	24.35	0.781	0.9	✓ Certified	Richardson, JOSA 1972 / Lucy, AJ 1974

y H_ideal spec_ranges x_true true_spec

Format: HDF5

Scenes: 5

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

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