Dev

CT + Fluorescence (FLIT) — Dev Tier

(3 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
optical_property_assignment_error	-7.2 – 10.8	-
autofluorescence	-12.0 – 18.0	-
registration_(ct_to_optical)	-0.72 – 1.08	mm

#	Method	Score	PSNR	SSIM	Consistency	Trust	Source
1	DiffusionXRF + gradient	0.774	32.32	0.946	0.86	✓ Certified	Song et al., ICLR 2021 (XRF adapt.)
2	PnP-XRF + gradient	0.760	30.99	0.931	0.89	✓ Certified	Chan et al., IEEE TIP 2016 (XRF adapt.)
3	SwinXRF + gradient	0.748	31.48	0.937	0.79	✓ Certified	Liu et al., ICCV 2021 (XRF adapt.)
4	PhysXRF-Net + gradient	0.711	28.48	0.891	0.85	✓ Certified	Raissi et al., J. Comput. Phys. 2019 (XRF)
5	U-Net-XRF + gradient	0.651	25.08	0.805	0.89	✓ Certified	Ronneberger et al., MICCAI 2015 (XRF adapt.)
6	DnCNN-XRF + gradient	0.606	23.16	0.737	0.9	✓ Certified	Zhang et al., IEEE TIP 2017 (XRF adapt.)
7	MLEM-XRF + gradient	0.600	23.61	0.754	0.81	✓ Certified	Jaszczak et al., IEEE TNS 1981 (XRF adapt.)
8	TV-XRFCT + gradient	0.529	20.61	0.628	0.86	✓ Certified	Larsson et al., Phys. Med. Biol. 2020
9	FBP-XRF + gradient	0.478	18.87	0.543	0.86	✓ Certified	Boisseau & Grodzins, Hyperfine Int. 1987

y H_ideal spec_ranges

Format: HDF5

Scenes: 3

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

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