Benchmarks
L3 evaluation suites for computational imaging — public test sets, hidden challenge tiers, and on-chain leaderboards. Physics World Model provides 34 imaging systems across 10 domains.
34
Imaging Systems
10
Domains
Public
+ Hidden tiers
4
Trust tiers
Medical
1 imaging systemCoherent
1 imaging systemMicroscopy
18 imaging systemsWidefield
Widefield Fluorescence Microscopy
C(PSF) → D(g, η₃)
Top results
Widefield Low-Dose
Low-Dose Widefield Microscopy
C(PSF) → D(g, η₃)
Top results
Confocal Live-Cell
Confocal Live-Cell Microscopy
C(PSF_confocal) → D(g, η₃)
Top results
Light-Sheet
Light-Sheet Fluorescence Microscopy
C(PSF_sheet) → D(g, η₃)
Top results
Two-Photon
Two-Photon / Multiphoton Microscopy
C(PSF_2P) → D(g, η₃)
Top results
STED
STED Microscopy
C(PSF_STED) → D(g, η₃)
Top results
TIRF
TIRF Microscopy
C(PSF_TIRF) → D(g, η₃)
Top results
SIM
Structured Illumination Microscopy
S(grating) → C(PSF) → Σ_φ → D(g, η₃)
Top results
FPM
Fourier Ptychographic Microscopy
S(LED array) → C(PSF_NA) → Σ_θ → D(g, η₁)
Top results
Polarization
Polarization Microscopy
M(polarizer) → C(PSF) → D(g, η₁)
Top results
Dark-Field Microscopy
Dark-Field Microscopy
C → D
Top results
Expansion Microscopy (ExM)
Expansion Microscopy (ExM)
C → D
Top results
Image Scanning Microscopy (ISM)
Image Scanning Microscopy (ISM)
C → D
Top results
Lattice Light-Sheet Microscopy
Lattice Light-Sheet Microscopy
C → D
Top results
Phase Contrast Microscopy
Phase Contrast Microscopy
C → D
Top results
Second Harmonic Generation (SHG) Microscopy
Second Harmonic Generation (SHG) Microscopy
M → R → D
Top results
Spinning Disk Confocal Microscopy
Spinning Disk Confocal Microscopy
C → D
Top results
Three-Photon Microscopy
Three-Photon Microscopy
C → D
Top results
Electron Microscopy
2 imaging systemsSEM
Scanning Electron Microscopy
P(e⁻ beam) → C(probe) → D(g, η₁)
Top results
TEM
Transmission Electron Microscopy
P(e⁻) → C(CTF) → D(g, η₁)
Top results
Scanning Probe
4 imaging systemsAtomic Force Microscopy (AFM)
Atomic Force Microscopy (AFM)
S → D
Top results
Magnetic Force Microscopy (MFM)
Magnetic Force Microscopy (MFM)
S → M → D
Top results
Near-field Scanning Optical Microscopy (NSOM)
Near-field Scanning Optical Microscopy (NSOM)
M → C → D
Top results
Scanning Tunneling Microscopy (STM)
Scanning Tunneling Microscopy (STM)
S → D
Top results
Industrial Inspection
1 imaging systemSpectroscopy
4 imaging systemsBrillouin Microscopy
Brillouin Microscopy
M → R → D
Top results
Coherent Anti-Stokes Raman (CARS) Microscopy
Coherent Anti-Stokes Raman (CARS) Microscopy
M → R → D
Top results
Raman Imaging / Microscopy
Raman Imaging / Microscopy
M → R → D
Top results
Stimulated Raman Scattering (SRS) Microscopy
Stimulated Raman Scattering (SRS) Microscopy
M → R → D
Top results