Blind reconstruction challenges across 169 imaging system variants — public and hidden test sets, leaderboards, and dataset downloads.
Flagship Leaderboards
Top-performing methods on 10 flagship imaging challenges — from medical to quantum.
CT
MedicalStandard Leaderboard
MRI
MedicalStandard Leaderboard
Cryo-EM Single Particle Analysis
Scientific InstrumentationStandard Leaderboard
Ultrasound
Medical UltrasoundStandard Leaderboard
CASSI
CompressiveStandard Leaderboard
NeRF
Neural RenderingStandard Leaderboard
OCT
Clinical OpticsStandard Leaderboard
PET
MedicalStandard Leaderboard
SAR
Remote SensingStandard Leaderboard
Ghost Imaging
QuantumStandard Leaderboard
Existing Modality Benchmarks 169
Per-modality reconstruction challenges — public and hidden test sets, leaderboards, and dataset downloads.
Compressive
5 variantsCASSI
Coded Aperture Snapshot Spectral Imaging
M(mask) → W(α, a) → Σ_λ → D(g, η₄)
Leaderboard
CACTI
Coded Aperture Compressive Temporal Imaging
M(m_t) → Σ_t → D(g, η₄)
Leaderboard
SPC-Block
Single-Pixel Camera (Block Sensing)
S(block) → M(Φ) → Σ → D(g, η₁)
Leaderboard
SPC-Kronecker
Single-Pixel Camera (Kronecker Sensing)
M(H⊗W) → D(g, η₁)
Leaderboard
Matrix
Generic Matrix Sensing
M(Φ) → D(g, η₁)
Leaderboard
Medical
34 variantsCT
X-ray Computed Tomography
R(θ) → Π(fan) → D(g, η₁)
Leaderboard
CBCT
Cone-Beam Computed Tomography
R(θ) → Π(cone) → D(g, η₁)
Leaderboard
PET
Positron Emission Tomography
Π(LOR) → Σ_t → D(g, η₃)
Leaderboard
SPECT
Single Photon Emission Computed Tomography
Π(parallel) → Σ_E → D(g, η₃)
Leaderboard
X-ray Radiography
X-ray Radiography
Π(proj) → D(g, η₁)
Leaderboard
Mammography
Mammography
Π(contact) → D(g, η₁)
Leaderboard
Fluoroscopy
Fluoroscopy
Π(proj) → Σ_t → D(g, η₁)
Leaderboard
X-ray Angiography
X-ray Angiography
Π(proj) → D(g, η₁)
Leaderboard
DEXA
Dual-Energy X-ray Absorptiometry
Λ(E₁,E₂) → Π(proj) → D(g, η₁)
Leaderboard
DOT
Diffuse Optical Tomography
P(diffuse) → Σ → D(g, η₃)
Leaderboard
Photoacoustic
Photoacoustic Imaging
P(acoustic) → Σ_t → D(g, η₂)
Leaderboard
MRI
Magnetic Resonance Imaging
F(k-traj) → D(g, η₁)
Leaderboard
fMRI
Functional MRI (BOLD)
F(EPI) → Σ_t → D(g, η₁)
Leaderboard
Diffusion MRI
Diffusion MRI (DTI)
F(EPI) → D(g, η₁)
Leaderboard
MRS
MR Spectroscopy
F(FID) → D(g, η₁)
Leaderboard
PET/CT
Positron Emission Tomography / Computed Tomography
R(θ) → D(μ_ct) → Π(LOR) → D(g, η)
Leaderboard
PET/MR
Positron Emission Tomography / Magnetic Resonance
F(k) → S(coil) → D(μ_mr) → R(θ) → D(g, η)
Leaderboard
SPECT/CT
Single Photon Emission CT / Computed Tomography
R(θ) → D(μ_ct) → H(coll) → D(g, η)
Leaderboard
Spectral CT
Dual-Energy / Spectral Computed Tomography
R(θ) → A(E_low, E_high) → Σ_mat → D(g, η)
Leaderboard
Industrial CT
Industrial Computed Tomography
R(θ) → B(poly) → S(scatter) → D(g, η)
Leaderboard
Arterial Spin Labeling (ASL) MRI
Arterial Spin Labeling (ASL) MRI
M → F → S → D
Leaderboard
Brachytherapy Imaging
Brachytherapy Imaging
Π → D
Leaderboard
CEST MRI
CEST MRI
M → F → S → D
Leaderboard
Contrast-Enhanced Ultrasound (CEUS)
Contrast-Enhanced Ultrasound (CEUS)
P → R → D
Leaderboard
Confocal Laser Endomicroscopy (CLE)
Confocal Laser Endomicroscopy (CLE)
M → C → D
Leaderboard
Digital Breast Tomosynthesis (DBT)
Digital Breast Tomosynthesis (DBT)
Π → D
Leaderboard
Intravascular Ultrasound (IVUS)
Intravascular Ultrasound (IVUS)
P → D
Leaderboard
MR Elastography (MRE)
MR Elastography (MRE)
M → F → S → D
Leaderboard
MR Fingerprinting (MRF)
MR Fingerprinting (MRF)
M → F → S → D
Leaderboard
MR Angiography (MRA)
MR Angiography (MRA)
M → F → S → D
Leaderboard
Functional Near-Infrared Spectroscopy (fNIRS)
Functional Near-Infrared Spectroscopy (fNIRS)
M → R → P → D
Leaderboard
Portal Imaging (EPID)
Portal Imaging (EPID)
Π → D
Leaderboard
Proton Therapy Imaging
Proton Therapy Imaging
Π → D
Leaderboard
Susceptibility-Weighted Imaging (SWI)
Susceptibility-Weighted Imaging (SWI)
M → F → S → D
Leaderboard
Medical Ultrasound
3 variantsUltrasound
Ultrasound Imaging
P(acoustic) → Σ_t → D(g, η₂)
Leaderboard
Doppler Ultrasound
Doppler Ultrasound
P(acoustic) → Σ_t → D(g, η₂)
Leaderboard
Elastography
Shear-Wave Elastography
P(shear) → Σ_t → D(g, η₂)
Leaderboard
Coherent
5 variantsHolography
Digital Holographic Microscopy
P(Fresnel) → D(g, η₁)
Leaderboard
Ptychography
Ptychographic Imaging
P(probe) → D(g, η₁)
Leaderboard
CDI
Coherent Diffractive Imaging
P(far-field) → D(g, η₁)
Leaderboard
Optical Diffraction Tomography (ODT)
Optical Diffraction Tomography (ODT)
P → D
Leaderboard
Talbot-Lau X-ray Grating Interferometry
Talbot-Lau X-ray Grating Interferometry
M → P → D
Leaderboard
Microscopy
24 variantsWidefield
Widefield Fluorescence Microscopy
C(PSF) → D(g, η₃)
Leaderboard
Widefield Low-Dose
Low-Dose Widefield Microscopy
C(PSF) → D(g, η₃)
Leaderboard
Confocal Live-Cell
Confocal Live-Cell Microscopy
C(PSF_confocal) → D(g, η₃)
Leaderboard
Confocal 3D
Confocal 3D Z-Stack
C(PSF_3D) → D(g, η₃)
Leaderboard
Light-Sheet
Light-Sheet Fluorescence Microscopy
C(PSF_sheet) → D(g, η₃)
Leaderboard
Two-Photon
Two-Photon / Multiphoton Microscopy
C(PSF_2P) → D(g, η₃)
Leaderboard
STED
STED Microscopy
C(PSF_STED) → D(g, η₃)
Leaderboard
TIRF
TIRF Microscopy
C(PSF_TIRF) → D(g, η₃)
Leaderboard
SIM
Structured Illumination Microscopy
S(grating) → C(PSF) → Σ_φ → D(g, η₃)
Leaderboard
FPM
Fourier Ptychographic Microscopy
S(LED array) → C(PSF_NA) → Σ_θ → D(g, η₁)
Leaderboard
FLIM
Fluorescence Lifetime Imaging
C(PSF) → Σ_t → D(g, η₃)
Leaderboard
PALM/STORM
PALM/STORM Single-Molecule Localization
C(PSF) → D(g, η₃)
Leaderboard
Polarization
Polarization Microscopy
M(polarizer) → C(PSF) → D(g, η₁)
Leaderboard
Dark-Field Microscopy
Dark-Field Microscopy
C → D
Leaderboard
Differential Interference Contrast (DIC)
Differential Interference Contrast (DIC)
M → C → D
Leaderboard
DNA-PAINT Super-Resolution
DNA-PAINT Super-Resolution
M → D
Leaderboard
Expansion Microscopy (ExM)
Expansion Microscopy (ExM)
C → D
Leaderboard
Image Scanning Microscopy (ISM)
Image Scanning Microscopy (ISM)
C → D
Leaderboard
Lattice Light-Sheet Microscopy
Lattice Light-Sheet Microscopy
C → D
Leaderboard
MINFLUX Nanoscopy
MINFLUX Nanoscopy
C → D
Leaderboard
Phase Contrast Microscopy
Phase Contrast Microscopy
C → D
Leaderboard
Second Harmonic Generation (SHG) Microscopy
Second Harmonic Generation (SHG) Microscopy
M → R → D
Leaderboard
Spinning Disk Confocal Microscopy
Spinning Disk Confocal Microscopy
C → D
Leaderboard
Three-Photon Microscopy
Three-Photon Microscopy
C → D
Leaderboard
Electron Microscopy
11 variantsSEM
Scanning Electron Microscopy
P(e⁻ beam) → C(probe) → D(g, η₁)
Leaderboard
TEM
Transmission Electron Microscopy
P(e⁻) → C(CTF) → D(g, η₁)
Leaderboard
STEM
Scanning TEM
P(e⁻) → C(probe) → D(g, η₁)
Leaderboard
Electron Tomo
Electron Tomography
R(θ) → P(e⁻) → Π(proj) → D(g, η₁)
Leaderboard
4D-STEM
4D-STEM Electron Diffraction
P(e⁻) → F(diffraction) → D(g, η₁)
Leaderboard
Electron Holography
Electron Holography
P(e⁻) → Σ(interference) → D(g, η₁)
Leaderboard
EBSD
Electron Backscatter Diffraction
P(e⁻) → Π(backscatter) → D(g, η₁)
Leaderboard
EELS
Electron Energy Loss Spectroscopy
P(e⁻) → Λ(energy) → D(g, η₁)
Leaderboard
Cryo-Electron Tomography (Cryo-ET)
Cryo-Electron Tomography (Cryo-ET)
Π → D
Leaderboard
STEM-EDX Elemental Mapping
STEM-EDX Elemental Mapping
M → R → D
Leaderboard
Focused Ion Beam SEM (FIB-SEM)
Focused Ion Beam SEM (FIB-SEM)
S → C → D
Leaderboard
Clinical Optics
4 variantsFundus
Fundus Camera
C(PSF_optic) → D(g, η₁)
Leaderboard
OCT
Optical Coherence Tomography
P(low-coherence) → Σ(interference) → D(g, η₁)
Leaderboard
OCTA
OCT Angiography
P(low-coherence) → Σ(interference) → D(g, η₁)
Leaderboard
Endoscopy
Fiber Bundle Endoscopy
C(PSF_fiber) → D(g, η₁)
Leaderboard
Computational
2 variantsLight Field
Light Field Imaging
Π(micro-lens) → D(g, η₁)
Leaderboard
Integral
Integral Photography
Π(lens-array) → D(g, η₁)
Leaderboard
Computational Photography
5 variantsLensless
Lensless (Diffuser Camera) Imaging
P(diffuser) → D(g, η₁)
Leaderboard
Panorama
Panorama Multi-Focus Fusion
C(PSF_focus) → Σ_f → D(g, η₁)
Leaderboard
Coded Exposure / Flutter Shutter
Coded Exposure / Flutter Shutter
M → C → D
Leaderboard
Event Camera / Dynamic Vision Sensor (DVS)
Event Camera / Dynamic Vision Sensor (DVS)
M → D
Leaderboard
High Dynamic Range (HDR) Imaging
High Dynamic Range (HDR) Imaging
M → Σ → D
Leaderboard
Neural Rendering
2 variantsNeRF
Neural Radiance Fields
Π(ray) → Σ(volume) → D(g, η₁)
Leaderboard
3DGS
3D Gaussian Splatting
Π(splat) → Σ(alpha) → D(g, η₁)
Leaderboard
Depth Imaging
5 variantsToF Camera
Time-of-Flight Depth Camera
P(modulated) → Σ(correlation) → D(g, η₁)
Leaderboard
Structured Light
Structured-Light Depth Camera
S(pattern) → Π(triangulation) → D(g, η₁)
Leaderboard
LiDAR
LiDAR Scanner
P(pulsed) → Σ(return) → D(g, η₁)
Leaderboard
Flash LiDAR
Flash LiDAR
P → D
Leaderboard
Photometric Stereo
Photometric Stereo
M → C → D
Leaderboard
Remote Sensing
11 variantsSAR
Synthetic Aperture Radar
F(azimuth×range) → D(g, η₁)
Leaderboard
Sonar
Sonar Imaging
P(acoustic) → Σ_t → D(g, η₂)
Leaderboard
Ground-Penetrating Radar (GPR)
Ground-Penetrating Radar (GPR)
P → D
Leaderboard
Hyperspectral Remote Sensing
Hyperspectral Remote Sensing
M → W → Σ → D
Leaderboard
Interferometric SAR (InSAR)
Interferometric SAR (InSAR)
F → S → D
Leaderboard
Multispectral Satellite Imaging
Multispectral Satellite Imaging
M → Σ → D
Leaderboard
Ocean Color Remote Sensing
Ocean Color Remote Sensing
M → Σ → D
Leaderboard
Passive Microwave Radiometry
Passive Microwave Radiometry
Σ → D
Leaderboard
Polarimetric SAR (PolSAR)
Polarimetric SAR (PolSAR)
F → M → D
Leaderboard
Radio Interferometry (VLBI)
Radio Interferometry (VLBI)
F → S → D
Leaderboard
Weather / Doppler Radar
Weather / Doppler Radar
P → R → D
Leaderboard
Particle Imaging
3 variantsNeutron Tomo
Neutron Radiography / Tomography
R(θ) → Π(neutron) → D(g, η₁)
Leaderboard
Proton Radiography
Proton Radiography
Π(proton) → D(g, η₁)
Leaderboard
Muon Tomo
Muon Tomography
R(θ_cosmic) → Π(muon) → D(g, η₁)
Leaderboard
Scanning Probe
4 variantsAtomic Force Microscopy (AFM)
Atomic Force Microscopy (AFM)
S → D
Leaderboard
Magnetic Force Microscopy (MFM)
Magnetic Force Microscopy (MFM)
S → M → D
Leaderboard
Near-field Scanning Optical Microscopy (NSOM)
Near-field Scanning Optical Microscopy (NSOM)
M → C → D
Leaderboard
Scanning Tunneling Microscopy (STM)
Scanning Tunneling Microscopy (STM)
S → D
Leaderboard
Industrial Inspection
9 variantsScanning Acoustic Microscopy (SAM)
Scanning Acoustic Microscopy (SAM)
P → D
Leaderboard
Active Thermography (IR)
Active Thermography (IR)
P → D
Leaderboard
Eddy Current Imaging
Eddy Current Imaging
F → D
Leaderboard
Machine Vision / AOI
Machine Vision / AOI
C → D
Leaderboard
Shearography
Shearography
M → P → D
Leaderboard
Terahertz Imaging (THz)
Terahertz Imaging (THz)
P → D
Leaderboard
Ultrasonic Phased Array (TFM/FMC)
Ultrasonic Phased Array (TFM/FMC)
P → D
Leaderboard
X-ray NDT (Radiography)
X-ray NDT (Radiography)
Π → D
Leaderboard
X-ray Fluorescence (XRF) Imaging
X-ray Fluorescence (XRF) Imaging
M → R → D
Leaderboard
Spectroscopy
8 variantsBrillouin Microscopy
Brillouin Microscopy
M → R → D
Leaderboard
Coherent Anti-Stokes Raman (CARS) Microscopy
Coherent Anti-Stokes Raman (CARS) Microscopy
M → R → D
Leaderboard
DESI Mass Spectrometry Imaging
DESI Mass Spectrometry Imaging
S → D
Leaderboard
FTIR Spectroscopic Imaging
FTIR Spectroscopic Imaging
M → Σ → D
Leaderboard
Laser-Induced Breakdown Spectroscopy (LIBS) Imaging
Laser-Induced Breakdown Spectroscopy (LIBS) Imaging
M → R → D
Leaderboard
Raman Imaging / Microscopy
Raman Imaging / Microscopy
M → R → D
Leaderboard
Secondary Ion Mass Spectrometry (SIMS) Imaging
Secondary Ion Mass Spectrometry (SIMS) Imaging
S → D
Leaderboard
Stimulated Raman Scattering (SRS) Microscopy
Stimulated Raman Scattering (SRS) Microscopy
M → R → D
Leaderboard
Astronomy
4 variantsStellar Coronagraphy
Stellar Coronagraphy
M → P → D
Leaderboard
Event Horizon Telescope (EHT) Imaging
Event Horizon Telescope (EHT) Imaging
F → S → D
Leaderboard
Lucky Imaging
Lucky Imaging
M → C → D
Leaderboard
Solar EUV/X-ray Imaging
Solar EUV/X-ray Imaging
M → P → D
Leaderboard
Ultrafast
4 variantsCompressed Ultrafast Photography (CUP)
Compressed Ultrafast Photography (CUP)
M → Σ → D
Leaderboard
Pump-Probe Microscopy
Pump-Probe Microscopy
M → R → D
Leaderboard
Streak Camera Imaging
Streak Camera Imaging
M → Σ → D
Leaderboard
XFEL Serial Femtosecond Crystallography (SFX)
XFEL Serial Femtosecond Crystallography (SFX)
M → R → D
Leaderboard
Quantum
3 variantsEntangled Photon Microscopy
Entangled Photon Microscopy
M → R → D
Leaderboard
Ghost Imaging
Ghost Imaging
M → Σ → D
Leaderboard
Quantum Illumination
Quantum Illumination
M → R → D
Leaderboard
Experimental Science
11 variantsAcoustic Emission Testing (AE)
Acoustic Emission Testing (AE)
P → S → D
Leaderboard
Adaptive Optics (AO) Imaging
Adaptive Optics (AO) Imaging
M → C → D
Leaderboard
Bioluminescence Tomography (BLT)
Bioluminescence Tomography (BLT)
Src → R → P → D
Leaderboard
Full-Waveform Inversion (FWI)
Full-Waveform Inversion (FWI)
P → D
Leaderboard
Gravitational Wave Detection
Gravitational Wave Detection
P → Σ → D
Leaderboard
Electrical Impedance Tomography (EIT)
Electrical Impedance Tomography (EIT)
M → D
Leaderboard
Magnetic Particle Imaging (MPI)
Magnetic Particle Imaging (MPI)
M → F → D
Leaderboard
Ocean Acoustic Tomography
Ocean Acoustic Tomography
P → D
Leaderboard
Particle Calorimetry
Particle Calorimetry
R → Σ → D
Leaderboard
Radio Aperture Synthesis
Radio Aperture Synthesis
F → S → D
Leaderboard
Seismic Tomography
Seismic Tomography
P → D
Leaderboard
Scientific Instrumentation
9 variantsAtom Probe Tomography (APT)
Atom Probe Tomography (APT)
S → D
Leaderboard
Cathodoluminescence (CL) Imaging
Cathodoluminescence (CL) Imaging
M → R → D
Leaderboard
Cryo-EM Single Particle Analysis
Cryo-EM Single Particle Analysis
C → D
Leaderboard
MALDI Mass Spectrometry Imaging
MALDI Mass Spectrometry Imaging
S → D
Leaderboard
Neutron Diffraction
Neutron Diffraction
R → S → D
Leaderboard
Small-Angle X-ray Scattering (SAXS)
Small-Angle X-ray Scattering (SAXS)
R → D
Leaderboard
Wide-Angle X-ray Scattering (WAXS)
Wide-Angle X-ray Scattering (WAXS)
R → D
Leaderboard
X-ray Crystallography
X-ray Crystallography
F → S → D
Leaderboard
X-ray Fluorescence Tomography
X-ray Fluorescence Tomography
Π → R → D
Leaderboard
Multi-Modal Fusion
3 variantsCorrelative Light-Electron Microscopy (CLEM)
Correlative Light-Electron Microscopy (CLEM)
(C → D) + (C → D) → ⊕
Leaderboard
CT + Fluorescence (FLIT)
CT + Fluorescence (FLIT)
(Π → D) + (M → R → P → D) → ⊕
Leaderboard
US/MRI Fusion
US/MRI Fusion
(P → D) + (M → F → S → D) → ⊕
Leaderboard