Benchmarks

L3 evaluation suites for computational imaging — public test sets, hidden challenge tiers, and on-chain leaderboards. Physics World Model provides 3 imaging systems across 2 domains.

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3

Imaging Systems

2

Domains

Public

+ Hidden tiers

4

Trust tiers

✕ Clear

Operator type

Domain

Active: "Electron Microscopy" — 3 imaging systems
Electron Microscopy 2 Multi-Modal Fusion 1

Electron Microscopy

2 imaging systems

SEM

Scanning Electron Microscopy

TESTNET reconstruct

P(e⁻ beam) → C(probe) → D(g, η₁)

Top results

🥇 SwinIR + gradient 0.713
🥈 Noise2Void + gradient 0.567
🥉 BM3D + gradient 0.565
0 public 0 hidden
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TEM

Transmission Electron Microscopy

TESTNET reconstruct

P(e⁻) → C(CTF) → D(g, η₁)

Top results

🥇 SwinIR + gradient 0.743
🥈 BM3D + gradient 0.626
🥉 Noise2Void + gradient 0.600
0 public 0 hidden
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Multi-Modal Fusion

1 imaging system

Correlative Light-Electron Microscopy (CLEM)

Correlative Light-Electron Microscopy (CLEM)

TESTNET reconstruct

(C → D) + (C → D) → ⊕

Top results

🥇 SwinCLEM + gradient 0.773
🥈 DiffusionCLEM + gradient 0.771
🥉 TransMorph + gradient 0.740
0 public 0 hidden
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