Benchmarks

L3 evaluation suites for computational imaging — public test sets, hidden challenge tiers, and on-chain leaderboards. Physics World Model provides 4 imaging systems across 3 domains.

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4

Imaging Systems

3

Domains

Public

+ Hidden tiers

4

Trust tiers

✕ Clear

Operator type

Domain

Active: "Spectroscopy" — 4 imaging systems
Medical 2 Electron Microscopy 1 Spectroscopy 1

Medical

2 imaging systems

MRS

MR Spectroscopy

TESTNET reconstruct

F(FID) → D(g, η₁)

Top results

🥇 SwinMR++ + gradient 0.848
🥈 PnP-DnCNN-Pro + gradient 0.846
🥉 HUMUS-Net++ + gradient 0.838
0 public 0 hidden
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Functional Near-Infrared Spectroscopy (fNIRS)

Functional Near-Infrared Spectroscopy (fNIRS)

TESTNET reconstruct

M → R → P → D

Top results

🥇 DL-DOT + gradient 0.715
🥈 PnP-DOT + gradient 0.710
🥉 MBLL + gradient 0.690
0 public 0 hidden
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Electron Microscopy

1 imaging system

EELS

Electron Energy Loss Spectroscopy

TESTNET reconstruct

P(e⁻) → Λ(energy) → D(g, η₁)

Top results

🥇 SwinEELS + gradient 0.773
🥈 PhysEELS + gradient 0.768
🥉 DiffEELS + gradient 0.751
0 public 0 hidden
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Spectroscopy

1 imaging system

Laser-Induced Breakdown Spectroscopy (LIBS) Imaging

Laser-Induced Breakdown Spectroscopy (LIBS) Imaging

TESTNET reconstruct

M → R → D

Top results

🥇 SpectraFormer + gradient 0.717
🥈 DiffusionSpectra + gradient 0.673
🥉 Cascade-UNet + gradient 0.667
0 public 0 hidden
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