Artifact Catalog
Genesis Principles, Specs, Benchmarks, and Solutions deployed in testnet. Download any bundle (Markdown + JSON + code/reports), polish with your favorite LLM, and resubmit for mainnet promotion.
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Principle
· 531 artifactsWidefield Fluorescence Microscopy (Airy-PSF deconvolution)
Microscopy
Low-Dose Widefield Fluorescence (photon-starved Airy deconvolution)
Microscopy
Coded Aperture Snapshot Spectral Imaging (CASSI)
Compressive Imaging
Coded Aperture Compressive Temporal Imaging (CACTI)
Compressive Imaging
Structured Illumination Microscopy (SIM) — lateral 2x resolution
Microscopy
Light Sheet Fluorescence Microscopy (LSFM / SPIM)
Microscopy
Fluorescence Lifetime Imaging Microscopy (FLIM)
Microscopy
Fourier Ptychographic Microscopy (FPM)
Microscopy
Two-Photon Microscopy (chi-3 NLO excitation)
Microscopy
Stimulated Emission Depletion (STED) — donut super-resolution
Microscopy
PALM / STORM (single-molecule localization microscopy)
Microscopy
Total Internal Reflection Fluorescence (TIRF)
Microscopy
Polarization Microscopy (Stokes / birefringence imaging)
Microscopy
Expansion Microscopy (ExM) — physical hydrogel expansion
Microscopy
MINFLUX (minimum-photon single-molecule localization)
Microscopy
Image Scanning Microscopy (ISM) — pixel reassignment super-resolution
Microscopy
Zernike Phase-Contrast Microscopy
Microscopy
Differential Interference Contrast (DIC / Nomarski) Microscopy
Microscopy
Darkfield Microscopy (oblique-illumination scattering imaging)
Microscopy
Lattice Light Sheet Microscopy (LLSM) — Bessel-lattice 3D imaging
Microscopy
Second Harmonic Generation (SHG) Microscopy
Microscopy
Spinning Disk Confocal (Nipkow) Microscopy
Microscopy
Three-Photon Microscopy (chi-5 deep-tissue imaging)
Microscopy
DNA-PAINT (transient DNA-hybridization localization microscopy)
Microscopy
Coded Aperture Snapshot Spectral Imaging (CASSI)
Compressive Imaging
Single-Pixel Imaging (random basis compressive sensing)
Compressive Imaging
Coded Aperture Compressive Temporal Imaging (CACTI)
Compressive Imaging
Low-Rank Matrix Sensing (compressive matrix recovery)
Compressive Imaging
Computed Tomography (CT) — fan/cone-beam X-ray reconstruction
Medical Imaging
Magnetic Resonance Imaging (MRI) — proton-density / T1 / T2 contrast
Medical Imaging
Planar X-ray Radiography
Medical Imaging
Clinical B-mode Ultrasound
Medical Imaging
Positron Emission Tomography (PET)
Medical Imaging
Single-Photon Emission Computed Tomography (SPECT)
Medical Imaging
Fluoroscopy (real-time X-ray)
Medical Imaging
Digital Mammography
Medical Imaging
Dual-Energy X-ray Absorptiometry (DEXA)
Medical Imaging
Cone-Beam CT (CBCT) — dental / interventional
Medical Imaging
X-ray Angiography (DSA)
Medical Imaging
Diffuse Optical Tomography (DOT)
Medical Imaging
Photoacoustic Tomography (PAT)
Medical Imaging
Optical Coherence Tomography (OCT)
Medical Imaging
Functional MRI (BOLD)
Medical Imaging
Magnetic Resonance Spectroscopy (MRS)
Medical Imaging
Diffusion MRI (DWI / DTI / HARDI)
Medical Imaging
Doppler Ultrasound (color / spectral)
Medical Imaging
Elastography (Shear-Wave / Strain)
Medical Imaging
Fiber-Optic Endoscopy
Medical Imaging
Fundus Imaging (retinal photography)
Medical Imaging
OCT Angiography (OCTA)
Medical Imaging
Proton Therapy (proton-beam radiation dose imaging)
Medical Imaging
Brachytherapy Dose Imaging
Medical Imaging
Electronic Portal Imaging (EPID)
Medical Imaging
Photon-Counting CT (PCCT) — spectral detector CT
Medical Imaging
Magnetic Resonance Elastography (MRE)
Medical Imaging
Chemical Exchange Saturation Transfer (CEST) MRI
Medical Imaging
Arterial Spin Labeling (ASL) MRI
Medical Imaging
MR Angiography (time-of-flight / phase-contrast)
Medical Imaging
Susceptibility-Weighted Imaging (SWI)
Medical Imaging
MR Fingerprinting (MRF)
Medical Imaging
Intravascular Ultrasound (IVUS)
Medical Imaging
Contrast-Enhanced Ultrasound (CEUS)
Medical Imaging
Digital Breast Tomosynthesis (DBT)
Medical Imaging
Confocal Laser Endomicroscopy (CLE)
Medical Imaging
Functional Near-Infrared Spectroscopy (fNIRS)
Medical Imaging
Electrical Impedance Tomography (EIT)
Medical Imaging
Magnetoencephalography (MEG)
Medical Imaging
Electroencephalography (EEG)
Medical Imaging
Magnetic Particle Imaging (MPI)
Medical Imaging
Ptychography (scanning coherent diffraction with probe overlap)
Coherent Imaging
Digital Holography (off-axis and in-line intensity holograms)
Coherent Imaging
Coherent Diffraction Imaging (CDI) — lensless phase retrieval
Coherent Imaging
Optical Diffraction Tomography (ODT) — 3D refractive-index imaging
Coherent Imaging
Talbot-Lau Grating Interferometry (X-ray phase-contrast imaging)
Coherent Imaging
Lensless Imaging with Diffuser PSF (DiffuserCam)
Computational Photography
Multi-Focus / Panorama Fusion (all-in-focus composite imaging)
Computational Photography
Coded-Exposure Imaging for Motion Deblur
Computational Photography
Event Camera (DVS) — intensity reconstruction from asynchronous events
Computational Photography
High Dynamic Range (HDR) Imaging via Multi-Exposure Fusion
Computational Photography
Light-Field (Plenoptic) Imaging
Computational Optics
Integral Photography (Lippmann-style MLA capture + reconstruction)
Computational Optics
Neural Radiance Fields (NeRF) — implicit volumetric scene representation
Computational Optics
3D Gaussian Splatting (3DGS) — explicit real-time rendering
Computational Optics
Scanning Electron Microscopy (SEM) — secondary-electron surface imaging
Electron Microscopy
Transmission Electron Microscopy (TEM) — thin-section contrast imaging
Electron Microscopy
Electron Tomography — tilt-series 3D reconstruction
Electron Microscopy
Scanning TEM (STEM) — HAADF / BF imaging with convergent beam
Electron Microscopy
4D-STEM — pixelated-detector scanning diffraction imaging
Electron Microscopy
Electron Backscatter Diffraction (EBSD) — crystallographic orientation mapping
Electron Microscopy
Electron Energy Loss Spectroscopy (EELS)
Electron Microscopy
Off-Axis Electron Holography — nanoscale phase imaging
Electron Microscopy
Cryo-Electron Tomography (cryoET) — in-situ 3D biology at nm scale
Electron Microscopy
Focused Ion Beam SEM (FIB-SEM) — serial sectioning 3D imaging
Electron Microscopy
STEM-EDX — X-ray energy-dispersive elemental mapping
Electron Microscopy
Amplitude-Modulated Continuous-Wave Time-of-Flight (AMCW-ToF) Depth
Depth Imaging
Scanning LiDAR (pulsed direct Time-of-Flight)
Depth Imaging
Structured-Light 3D Imaging (projector-camera triangulation)
Depth Imaging
Photometric Stereo (shape-from-shading with multiple light directions)
Depth Imaging
Flash LiDAR (single-shot 2D SPAD-array direct ToF)
Depth Imaging
Synthetic Aperture Radar (SAR) — range-Doppler coherent imaging
Remote Sensing
Active Sonar — underwater acoustic imaging
Remote Sensing
Hyperspectral Imaging (pushbroom / AVIRIS-style)
Remote Sensing
Multispectral Imaging (Landsat/Sentinel-2)
Remote Sensing
Ground Penetrating Radar (GPR)
Remote Sensing
Doppler Weather Radar
Remote Sensing
Very Long Baseline Interferometry (VLBI)
Remote Sensing
Passive Microwave Radiometry
Remote Sensing
Interferometric SAR (InSAR) — deformation + DEM
Remote Sensing
Polarimetric SAR (PolSAR) — full-polarimetric decomposition
Remote Sensing
Ocean Color Remote Sensing (chlorophyll / CDOM / TSM)
Remote Sensing
Industrial Computed Tomography (high-res x-ray CT for NDT)
Industrial Inspection
X-ray Non-Destructive Testing (2D radiography)
Industrial Inspection
Phased-Array Ultrasonic Testing (PAUT)
Industrial Inspection
Eddy-Current Testing (near-surface metallic defect detection)
Industrial Inspection
Active Thermography (pulsed / lock-in IR inspection)
Industrial Inspection
Terahertz Imaging (0.1-10 THz time-domain / CW)
Industrial Inspection
Automated Optical Inspection (AOI) for PCB / manufacturing defects
Industrial Inspection
X-Ray Fluorescence (XRF) Mapping
Industrial Inspection
Shearography (ESPI-based strain imaging)
Industrial Inspection
Scanning Acoustic Microscopy (SAM)
Industrial Inspection
Magnetic Flux Leakage (MFL) — pipeline & rail inspection
Industrial Inspection
Guided-Wave Ultrasonic Testing (long-range pipe/rail inspection)
Industrial Inspection
Digital Image Correlation (DIC) for full-field strain
Industrial Inspection
Vibration-Based Damage Detection (modal analysis NDT)
Industrial Inspection
X-ray Crystallography (single-crystal diffraction)
Scientific Instrumentation
SAXS — Small-Angle X-ray Scattering
Scientific Instrumentation
MALDI-MSI — Matrix-Assisted Laser Desorption/Ionization Mass-Spec Imaging
Scientific Instrumentation
Atom Probe Tomography (APT)
Scientific Instrumentation
Cryo-EM Single-Particle Analysis (SPA)
Scientific Instrumentation
Neutron Radiography and Tomography
Scientific Instrumentation
Proton Radiography & CT (pRad, pCT)
Scientific Instrumentation
Muon Tomography (cosmic-ray scattering imaging)
Scientific Instrumentation
WAXS — Wide-Angle X-ray Scattering
Scientific Instrumentation
XRF Tomography — X-ray Fluorescence CT
Scientific Instrumentation
Neutron Diffraction (powder / single crystal)
Scientific Instrumentation
Cathodoluminescence (CL) Imaging & Spectroscopy
Scientific Instrumentation
Raman Imaging (spontaneous inelastic photon scattering)
Spectroscopy
CARS — Coherent Anti-Stokes Raman Scattering
Spectroscopy
SRS — Stimulated Raman Scattering microscopy
Spectroscopy
FTIR Imaging — Fourier-Transform Infrared Hyperspectral Microscopy
Spectroscopy
LIBS — Laser-Induced Breakdown Spectroscopy imaging
Spectroscopy
Brillouin Microscopy (acousto-optic inelastic scattering)
Spectroscopy
SIMS — Secondary-Ion Mass Spectrometry Imaging
Spectroscopy
DESI-MSI — Desorption ElectroSpray Ionization Mass-Spec Imaging
Spectroscopy
UV-Vis Spectroscopy / Imaging (electronic absorption)
Spectroscopy
Nuclear Magnetic Resonance (NMR) Spectroscopy
Spectroscopy
XAS / EXAFS — X-ray Absorption & Extended X-ray Absorption Fine Structure
Spectroscopy
Isotope-Ratio Mass Spectrometry (IRMS)
Spectroscopy
Streak Camera — picosecond 1D time-resolved imaging
Ultrafast Imaging
Pump-Probe Spectroscopy / Imaging
Ultrafast Imaging
Compressed Ultrafast Photography (CUP) — trillion fps imaging
Ultrafast Imaging
XFEL Serial Femtosecond Crystallography (SFX)
Ultrafast Imaging
Ghost Imaging (correlated-photon imaging)
Quantum Imaging
Quantum Illumination — entanglement-enhanced target detection
Quantum Imaging
Entangled-Photon Microscopy (N00N / SPDC imaging)
Quantum Imaging
PET-CT Fusion (metabolism + anatomy)
Multimodal Fusion
PET-MR Fusion (molecular + multi-contrast soft tissue)
Multimodal Fusion
SPECT-CT Fusion
Multimodal Fusion
US-MRI Fusion (biopsy guidance / cardiac)
Multimodal Fusion
CT-FLIT (Fluorescence Lifetime Imaging Tomography)
Multimodal Fusion
Correlative Light-Electron Microscopy (CLEM)
Multimodal Fusion
Atomic Force Microscopy (AFM)
Scanning Probe
Scanning Tunneling Microscopy (STM)
Scanning Probe
Near-Field Scanning Optical Microscopy (NSOM/SNOM)
Scanning Probe
Magnetic Force Microscopy (MFM)
Scanning Probe
Stellar Coronagraphy PSF Subtraction
Astronomy
Lucky Imaging Atmospheric Turbulence Recovery
Astronomy
Event Horizon Telescope (VLBI) Imaging
Astronomy
Solar EUV/X-ray Image Reconstruction
Astronomy
Incompressible Navier-Stokes — low-Mach viscous flow
Fluid Dynamics
Compressible Navier-Stokes — viscous shock/boundary-layer
Fluid Dynamics
Euler Equations — inviscid compressible
Fluid Dynamics
Stokes Flow — low-Re linear viscous
Fluid Dynamics
Boundary Layer — Prandtl / Blasius near-wall flow
Fluid Dynamics
Potential Flow — irrotational inviscid
Fluid Dynamics
RANS k-epsilon — turbulence closure
Fluid Dynamics
RANS k-omega SST — Menter's two-eq turbulence model
Fluid Dynamics
Spalart-Allmaras — one-eq turbulence model
Fluid Dynamics
LES — large-eddy simulation
Fluid Dynamics
DNS — direct numerical simulation
Fluid Dynamics
Shallow Water Equations — coastal/tidal/inundation
Fluid Dynamics
Boussinesq Approximation — buoyant flow
Fluid Dynamics
Volume of Fluid (VOF) — multiphase interface tracking
Fluid Dynamics
Level-Set Method — implicit interface evolution
Fluid Dynamics
Eulerian-Lagrangian — dispersed-phase particle tracking
Fluid Dynamics
SPH — smoothed particle hydrodynamics
Fluid Dynamics
Lattice Boltzmann Method (LBM) — mesoscale fluid
Fluid Dynamics
Darcy Flow — low-Re porous-medium flow
Fluid Dynamics
Richards Equation — unsaturated variably-saturated flow
Fluid Dynamics
Advection-Diffusion — scalar transport
Fluid Dynamics
Convection-Diffusion-Reaction — transport with source terms
Fluid Dynamics
Buckley-Leverett — two-phase displacement saturation
Fluid Dynamics
Stefan Problem — fluid-side melt-front tracking
Fluid Dynamics
Fluid-Structure Interaction (FSI) — coupled fluid + solid
Fluid Dynamics
Transient Heat Conduction — inverse heat conduction (IHCP)
Heat Transfer
Steady Heat Conduction — conductivity imaging
Heat Transfer
Forced Convection — conjugate heat transfer inversion
Heat Transfer
Natural Convection — buoyancy-driven flow heat transfer
Heat Transfer
Radiative Transfer Equation — radiative heat exchange
Heat Transfer
Participating Media — RTE with gas/soot emission-absorption
Heat Transfer
Conjugate Heat Transfer — coupled fluid-solid thermal
Heat Transfer
Phase Change Material — Stefan moving-boundary problem
Heat Transfer
Thermoelectric Transport — coupled Seebeck-Peltier
Heat Transfer
Thermal Contact Resistance — interface conductance estimation
Heat Transfer
Laser Heating — short-pulse temperature rise inversion
Heat Transfer
Cryogenic Storage Boiloff — MLI heat-leak estimation
Heat Transfer
Linear Elasticity — Navier-Cauchy 3D solid mechanics
Structural Mechanics
Euler-Bernoulli Beam — thin-beam bending
Structural Mechanics
Timoshenko Beam — shear-deformation thick-beam
Structural Mechanics
Kirchhoff Plate — thin-plate bending
Structural Mechanics
Mindlin-Reissner Plate — thick-plate with shear
Structural Mechanics
Shell Theory — curved thin-structure mechanics
Structural Mechanics
Modal Analysis — natural frequencies and mode shapes
Structural Mechanics
Linear Buckling — eigenvalue stability analysis
Structural Mechanics
Hyperelasticity — large-deformation rubber-like
Structural Mechanics
J2 Plasticity — von Mises rate-independent
Structural Mechanics
Crystal Plasticity — slip-system resolved plasticity
Structural Mechanics
Viscoelasticity — linear hereditary models
Structural Mechanics
Creep Mechanics — high-temperature rate-dependent
Structural Mechanics
Linear Elastic Fracture Mechanics (LEFM) — K/J evaluation
Structural Mechanics
Cohesive Zone Model — traction-separation interface
Structural Mechanics
XFEM — extended finite element for cracks
Structural Mechanics
Phase-Field Fracture — regularized crack model
Structural Mechanics
Fatigue — Paris law crack growth
Structural Mechanics
Hertzian Contact — elastic sphere/cylinder contact
Structural Mechanics
Frictional Contact — Coulomb / state-rate friction
Structural Mechanics
Poroelasticity — Biot coupled solid/fluid
Structural Mechanics
Thermoelasticity — coupled thermal-mechanical
Structural Mechanics
Piezoelectricity — coupled mechanical-electrical
Structural Mechanics
Elastodynamics — dynamic wave propagation in solids
Structural Mechanics
Continuum Damage Mechanics — scalar/tensor damage
Structural Mechanics
Maxwell Full-Wave — time-domain 3D Maxwell equations
Electromagnetics
Helmholtz Scattering — frequency-domain EM scattering
Electromagnetics
FDTD — finite-difference time-domain Maxwell
Electromagnetics
Method of Moments (MoM) — integral-equation EM
Electromagnetics
Antenna Analysis — radiation pattern inversion
Electromagnetics
Radar Cross-Section — backscatter reconstruction
Electromagnetics
Eddy Currents — conductor inversion from induced fields
Electromagnetics
Waveguide Modes — dispersion and S-parameter analysis
Electromagnetics
Fiber Optic — nonlinear Schrodinger pulse propagation
Electromagnetics
Fresnel Diffraction — paraxial wave propagation
Electromagnetics
Geometric Optics — ray tracing / eikonal
Electromagnetics
Mie Scattering — rigorous spherical-particle scattering
Electromagnetics
Rayleigh Scattering — molecular / small-particle scattering
Electromagnetics
Thin Film Interference — transfer-matrix optical design
Electromagnetics
Holographic Reconstruction — wavefront from interference
Electromagnetics
Phase Retrieval — Gerchberg-Saxton / hybrid input-output
Electromagnetics
Photonic Inverse Design — nanostructure topology optimization
Electromagnetics
Metamaterial / Metasurface — effective medium inversion
Electromagnetics
Electrostatics — Poisson equation inversion
Electromagnetics
Magnetostatics — coil design and field inversion
Electromagnetics
Inverse Synthetic Aperture Radar (ISAR) — rotating-target imaging
Electromagnetics
Ray Tracing (EM) — wireless propagation model
Electromagnetics
X-ray Phase Contrast — propagation / grating / analyzer
Electromagnetics
Microwave Imaging — permittivity imaging for biomed/NDE
Electromagnetics
THz Time-Domain Spectroscopy — material parameter extraction
Electromagnetics
Acoustic Wave Equation — time-domain pressure field reconstruction
Acoustics
Helmholtz Equation — frequency-domain acoustic scattering / interior field
Acoustics
Room Acoustics — ray-tracing impulse response
Acoustics
Room Acoustics — image-source method (shoebox rooms)
Acoustics
Acoustic Scattering — boundary element method (BEM)
Acoustics
Underwater Acoustic Ray Tracing (Bellhop)
Acoustics
Underwater Normal Modes — modal propagation (KRAKEN)
Acoustics
Underwater Acoustics — Parabolic Equation (RAM)
Acoustics
Acoustic Beamforming — DOA & imaging from array
Acoustics
Structural Vibration Analysis — modal response
Acoustics
Acoustic Emission — source localization
Acoustics
Vibroacoustics — structure-acoustic coupling
Acoustics
Duct Acoustics — wave propagation in ducts / silencers
Acoustics
Aeroacoustics — Lighthill analogy (jet/airframe noise)
Acoustics
Outdoor Noise Propagation — atmospheric refraction + ground effect
Acoustics
Seismic Travel-Time Tomography — ray-based velocity imaging
Geophysics
Full Waveform Inversion (FWI) — subsurface velocity imaging
Geophysics
Surface Wave Dispersion — shallow Vs profile inversion
Geophysics
Receiver Function — teleseismic crust imaging
Geophysics
Seismic Reflection — post-stack migration and imaging
Geophysics
Ambient-Noise Tomography — Green-function retrieval
Geophysics
Earthquake Source Inversion — finite-fault slip
Geophysics
Gravity Field Inversion — density imaging
Geophysics
Magnetic Field Inversion — susceptibility imaging
Geophysics
Magnetotelluric Inversion — resistivity imaging
Geophysics
Controlled-Source EM (CSEM) — resistivity for hydrocarbons
Geophysics
Electrical Resistivity Tomography (ERT) — near-surface
Geophysics
Induced Polarization — chargeability imaging
Geophysics
Satellite Gravity Recovery — GRACE/GRACE-FO mass change
Geophysics
Mantle Convection — high-Ra thermal convection
Geophysics
Glacial Isostatic Adjustment (GIA) — post-glacial rebound
Geophysics
Volcanic Deformation — InSAR/GPS source modeling
Geophysics
Tsunami Propagation — shallow-water wave simulation
Geophysics
Geothermal Reservoir — coupled thermo-hydraulic inversion
Geophysics
Well Test Analysis — transient pressure testing
Geophysics
Tidal Analysis — harmonic tidal constituent extraction
Geophysics
Subsurface Temperature — geothermal gradient inversion
Geophysics
Kohn-Sham Density Functional Theory
Computational Chemistry
Hartree-Fock Self-Consistent Field
Computational Chemistry
Post-Hartree-Fock Correlated Methods (MP2, CCSD, CI)
Computational Chemistry
Time-Dependent Density Functional Theory (TDDFT)
Computational Chemistry
Ab Initio Molecular Dynamics (Car-Parrinello / BOMD)
Computational Chemistry
Classical Molecular Dynamics
Computational Chemistry
Chemical Kinetics via Stiff ODEs
Computational Chemistry
Combustion Chemistry and Ignition Kinetics
Computational Chemistry
Michaelis-Menten Enzyme Kinetics
Computational Chemistry
Eyring Transition State Theory
Computational Chemistry
Semi-Empirical Quantum Chemistry (AM1, PM6, DFTB, xTB)
Computational Chemistry
Implicit Solvation Models (PCM, COSMO, SMD)
Computational Chemistry
Coarse-Grained Molecular Dynamics (MARTINI, Dry-MARTINI)
Computational Chemistry
Reactive Molecular Dynamics (ReaxFF + Bond Order)
Computational Chemistry
Free Energy Perturbation (FEP + TI + BAR)
Computational Chemistry
Kinetic Monte Carlo (KMC)
Computational Chemistry
Metropolis Monte Carlo
Computational Chemistry
Butler-Volmer Electrochemical Kinetics
Computational Chemistry
Time-Independent Schrödinger Equation
Quantum Mechanics
Time-Dependent Schrödinger Equation
Quantum Mechanics
Quantum Scattering Theory
Quantum Mechanics
Quantum Tunneling Through Barriers
Quantum Mechanics
Electronic Band Structure
Quantum Mechanics
Phonon Dispersion Relations
Quantum Mechanics
Tight-Binding Electronic Structure
Quantum Mechanics
GW Approximation for Quasiparticle Energies
Quantum Mechanics
Bethe-Salpeter Equation for Excitons
Quantum Mechanics
Quantum Monte Carlo (VMC + DMC)
Quantum Mechanics
Density Matrix Renormalization Group (DMRG)
Quantum Mechanics
Exact Diagonalization of Many-Body Hamiltonians
Quantum Mechanics
Lindblad Master Equation (Open Quantum Systems)
Quantum Mechanics
Electron-Phonon Coupling and Eliashberg Theory
Quantum Mechanics
k.p Perturbation Theory
Quantum Mechanics
Phase-Field Allen-Cahn Dynamics
Materials Science
Cahn-Hilliard Phase Separation
Materials Science
CALPHAD Thermodynamic Modeling
Materials Science
Discrete Dislocation Dynamics
Materials Science
Grain Growth and Recrystallization
Materials Science
Classical Nucleation Theory
Materials Science
Solid-State Diffusion (Fick + Onsager)
Materials Science
Dendritic Solidification
Materials Science
Flory-Huggins Polymer Solution Theory
Materials Science
Rubber Elasticity Theory
Materials Science
Thin Film Growth Kinetics
Materials Science
Radiation Damage Cascade Dynamics
Materials Science
Electrochemical Corrosion Kinetics
Materials Science
Battery Electrode Electrochemistry (Newman-Doyle-Fuller)
Materials Science
Additive Manufacturing (Selective Laser Melting) Thermal Model
Materials Science
Ideal MHD — magnetohydrodynamics infinite-conductivity limit
Plasma Physics
Resistive MHD — finite-resistivity plasma
Plasma Physics
Vlasov Equation — collisionless kinetic plasma
Plasma Physics
Gyrokinetic — 5D reduced plasma kinetic
Plasma Physics
PIC (Particle-in-Cell) — plasma kinetic simulation
Plasma Physics
Fokker-Planck — Coulomb-collision kinetic
Plasma Physics
Grad-Shafranov — tokamak equilibrium
Plasma Physics
MHD Stability — linear eigenmode growth rates
Plasma Physics
Plasma Sheath — Debye-scale boundary layer
Plasma Physics
RF Heating — ICRF / LH / ECH wave absorption
Plasma Physics
Laser-Plasma Interaction — relativistic electron acceleration
Plasma Physics
Hall MHD — ion-scale physics in reconnection
Plasma Physics
Neutron Transport — linear Boltzmann equation
Nuclear Engineering
Neutron Diffusion — multi-group diffusion approximation
Nuclear Engineering
Criticality Eigenvalue — k-effective calculation
Nuclear Engineering
Point Reactor Kinetics — power transient modeling
Nuclear Engineering
Burnup / Depletion — fuel nuclide evolution
Nuclear Engineering
Reactor Thermal-Hydraulics — coupled T/H with neutronics
Nuclear Engineering
Monte Carlo Neutron Transport — stochastic particle tracking
Nuclear Engineering
Gamma-Ray Shielding — deep-penetration attenuation
Nuclear Engineering
Nuclear Data — R-matrix resonance evaluation
Nuclear Engineering
Decay Heat — residual power after reactor shutdown
Nuclear Engineering
N-body Gravitational Simulation
Astrophysics
Cosmological N-body (Large-Scale Structure)
Astrophysics
CMB Power Spectrum Parameter Estimation
Astrophysics
CMB Gravitational Lensing Reconstruction
Astrophysics
Strong Gravitational Lensing Inversion
Astrophysics
Weak Gravitational Lensing Shear Estimation
Astrophysics
Stellar Structure Inverse Problem
Astrophysics
Stellar Atmosphere Spectral Inversion
Astrophysics
Supernova Light Curve Fitting
Astrophysics
Pulsar Timing Array GW Background
Astrophysics
Gravitational Wave Parameter Estimation
Astrophysics
Accretion Disk Structure Inversion
Astrophysics
Cosmic Ray Propagation Inversion
Astrophysics
Galaxy SED Fitting
Astrophysics
21cm Cosmology Reionization Signal
Astrophysics
Baryon Acoustic Oscillation (BAO) Fitting
Astrophysics
Exoplanet Transit Photometry Inversion
Astrophysics
Type Ia Supernova Distance Standardization
Astrophysics
Image Deblurring (non-blind and blind deconvolution)
Signal Processing
Image Super-Resolution (single-image)
Signal Processing
Image Inpainting (masked region recovery)
Signal Processing
Image Denoising (Gaussian, Poisson, mixed)
Signal Processing
Compressed Sensing (random-projection linear inverse)
Signal Processing
Direction-of-Arrival Estimation (narrowband array processing)
Signal Processing
Blind Source Separation (ICA / cocktail-party problem)
Signal Processing
Channel Estimation (pilot-aided wireless channel identification)
Signal Processing
Phase Unwrapping (2D modulo-2pi inversion)
Signal Processing
Sparse Signal Recovery (analysis / synthesis sparsity)
Signal Processing
Matrix Completion (low-rank recovery from partial entries)
Signal Processing
Robust Principal Component Analysis (low-rank plus sparse)
Signal Processing
Spectral Estimation (line spectrum / parametric PSD)
Signal Processing
Adaptive Filtering (LMS / RLS time-varying system identification)
Signal Processing
Hodgkin-Huxley Neuron Model Parameter Estimation
Computational Biology
FitzHugh-Nagumo Excitability Model
Computational Biology
Cable Equation (Dendrite Propagation)
Computational Biology
Cardiac Electrophysiology (Monodomain)
Computational Biology
Hemodynamics (Navier-Stokes Cardiovascular)
Computational Biology
Windkessel Cardiac Afterload Model
Computational Biology
Pharmacokinetics Compartment Model
Computational Biology
Physiologically Based PK (PBPK)
Computational Biology
Pharmacodynamics Dose-Response Inversion
Computational Biology
SIR Epidemic Parameter Estimation
Computational Biology
SEIR Epidemic with Exposed Compartment
Computational Biology
Lotka-Volterra Predator-Prey Dynamics
Computational Biology
Wright-Fisher Population Genetics
Computational Biology
Phylogenetic Likelihood Inference
Computational Biology
Tumor Growth Model Inversion
Computational Biology
Oxygen Transport (Krogh Cylinder)
Computational Biology
Protein Folding Energy Landscape Inversion
Computational Biology
HMM Sequence Alignment and Profile Inference
Computational Biology
Gaussian Plume Atmospheric Dispersion
Environmental Science
Advection-Dispersion Transport Inversion
Environmental Science
Atmospheric Radiative Transfer Inversion
Environmental Science
General Circulation Model (GCM) Inversion
Environmental Science
Numerical Weather Prediction Data Assimilation
Environmental Science
Ocean Circulation Inverse Modeling
Environmental Science
Sea Ice Thermodynamic-Dynamic Inversion
Environmental Science
River Hydraulics Shallow Water Inversion
Environmental Science
Sediment Transport Inversion
Environmental Science
Contaminant Source Identification
Environmental Science
Carbon Cycle Biogeochemical Inversion
Environmental Science
Groundwater Contaminant Transport Inversion
Environmental Science
Linear State-Space System Analysis
Control Theory
Kalman Filter State Estimation
Control Theory
Extended Kalman Filter (EKF)
Control Theory
Unscented Kalman Filter (UKF)
Control Theory
Particle Filter (Sequential Monte Carlo)
Control Theory
System Identification (N4SID/ARX)
Control Theory
Optimal Control (LQR)
Control Theory
Model Predictive Control (MPC/NMPC)
Control Theory
PID Controller Tuning
Control Theory
4D-Var Data Assimilation
Control Theory
Ensemble Kalman Filter (EnKF)
Control Theory
Nonlinear Observer Design
Control Theory
Black-Scholes Option Pricing Calibration
Computational Finance
Heston Stochastic Volatility Calibration
Computational Finance
Hull-White Interest Rate Model Calibration
Computational Finance
Monte Carlo Option Pricing
Computational Finance
Implied Volatility Surface Construction
Computational Finance
Merton Credit Risk Structural Model
Computational Finance
Markowitz Mean-Variance Portfolio Optimization
Computational Finance
GARCH Volatility Estimation
Computational Finance
Forward Kinematics
Robotics
Inverse Kinematics
Robotics
Forward Dynamics
Robotics
Inverse Dynamics
Robotics
Trajectory Optimization
Robotics
Rigid Body Dynamics Simulation
Robotics
Multibody Dynamics with Constraints
Robotics
Vehicle Dynamics (Bicycle Model)
Robotics
Spacecraft Attitude Determination
Robotics
Orbital Mechanics Inversion (Lambert)
Robotics
Rotor Dynamics Aeroelastic Inversion
Robotics
Hydrodynamic Lubrication (Reynolds Equation)
Robotics
Black-Oil Reservoir Simulation
Petroleum Engineering
Compositional Reservoir Simulation
Petroleum Engineering
Reservoir History Matching
Petroleum Engineering
Hydraulic Fracture Propagation Modeling
Petroleum Engineering
Enhanced Oil Recovery (EOR) Modeling
Petroleum Engineering
Seismic Rock Physics (Gassmann)
Petroleum Engineering
Arps Decline Curve Analysis
Petroleum Engineering
Well Productivity Index Inversion
Petroleum Engineering
GNSS Positioning and Navigation
Geodesy
Satellite Orbit Determination
Geodesy
Satellite Radar Altimetry
Geodesy
LiDAR Point Cloud 3D Mapping
Geodesy
Photogrammetry Structure-from-Motion
Geodesy
Satellite Gravity Gradiometry (GOCE)
Geodesy
Hyperspectral Spectral Unmixing
Geodesy
Radiometric Sensor Calibration
Geodesy
Dissipative Particle Dynamics (DPD)
Polymer Physics
Self-Consistent Field Theory (SCFT)
Polymer Physics
de Gennes-Doi-Edwards Reptation Theory
Polymer Physics
Oldroyd-B Viscoelastic Constitutive Model
Polymer Physics
DLVO Colloidal Force Theory
Polymer Physics
Landau-de Gennes Liquid Crystal Theory
Polymer Physics
Lattice QCD Path Integral
Particle Physics
Parton Distribution Functions (DGLAP)
Particle Physics
Monte Carlo Event Generation
Particle Physics
Calorimeter Energy Response Inversion
Particle Physics
Charged Particle Track Reconstruction
Particle Physics
Neutrino Oscillation Parameter Extraction
Particle Physics
Dark Matter Direct Detection Inversion
Particle Physics
Jet Reconstruction (Anti-kT)
Particle Physics
Drift-Diffusion Semiconductor Transport (TCAD)
Semiconductor Physics
Hydrodynamic Semiconductor Transport
Semiconductor Physics
Carrier Boltzmann Transport Equation
Semiconductor Physics
Non-Equilibrium Green's Function (NEGF) Quantum Transport
Semiconductor Physics
BSIM Compact MOSFET Model
Semiconductor Physics
Solar Cell Device Physics (Shockley-Queisser + drift-diffusion)
Semiconductor Physics
LED and Laser Rate Equations
Semiconductor Physics
Thermionic Emission at Metal-Semiconductor Interfaces
Semiconductor Physics
Quantum Well and Quantum Dot Electronic Structure
Semiconductor Physics
Phonon Boltzmann Transport Equation
Semiconductor Physics
Topology Optimization (SIMP)
Optimization
Shape Optimization
Optimization
Optimal Experimental Design
Optimization
Quantitative Susceptibility Mapping (QSM)
Medical Imaging
Quantitative Photoacoustic Tomography (qPAT)
Medical Imaging
Pharmacokinetic Dynamic PET (PK-PET)
Medical Imaging
Hyperpolarized 13C Metabolic MRI
Medical Imaging
Joint MEG-EEG Source Imaging
Medical Imaging
Optical Coherence Elastography (OCE)
Medical Imaging
Photoacoustic-Ultrasound Dual-mode Imaging (PAUS)
Medical Imaging
Cardiac 4D-flow MRI with Hemodynamic Biomechanics
Medical Imaging
PillCam-SPECTRA Optical-Property Recovery (analytical core)
Medical Imaging
PillCam-SPECTRA Bleeding-Region Detection (PWDR)
Medical Imaging
Diabetic Retinopathy Grading from Fundus Imaging (PWDR)
Medical Imaging
Chest CT Pneumonia/COVID Severity Classification (PWDR)
Medical Imaging
Mammographic Breast Density Classification BI-RADS (PWDR)
Medical Imaging
MR Spectroscopy Tumor Grading (PWDR)
Medical Imaging
Dermoscopy Skin Lesion Malignancy Classification (PWDR)
Medical Imaging
X-ray Diffraction Crystal Structure Recovery (analytical core)
Materials Science
X-ray Diffraction Crystal Space-Group Classification (PWDR)
Materials Science
RNA-seq Cell-Type Classification (PWDR)
Computational Biology
Drug-Target Binding Affinity Classification (PWDR)
Computational Chemistry
Earthquake Magnitude Classification (PWDR)
Geophysics
Pneumothorax Detection from Chest X-ray (PWDR)
Medical Imaging
Stroke Ischemic Core / Penumbra Classification from CT-Perfusion (PWDR)
Medical Imaging
Pulmonary Embolism Detection from CT Pulmonary Angiography (PWDR)
Medical Imaging
Bone Fracture Detection from Radiograph (PWDR)
Medical Imaging
Knee / Hip Osteoarthritis Kellgren-Lawrence Grading (PWDR)
Medical Imaging
ECG Arrhythmia Classification (PWDR)
Signal Processing
Glaucoma Optic-Disc Cupping Classification (PWDR)
Medical Imaging
Age-Related Macular Degeneration OCT Grading (PWDR)
Medical Imaging
EEG Seizure Detection (PWDR)
Medical Imaging
Confocal Fluorescence (pinhole-rejection livecell imaging)
Microscopy
Confocal Z-Stack (3D axial deconvolution)
Microscopy
Spec
· 531 artifactsWidefield Fluorescence Mismatch-Only Spec
L1-001
Low-Dose Widefield Fluorescence (photon-starved Airy deconvolution) Mismatch-Only Spec
L1-002
CASSI Mismatch-Only Spec (KAIST benchmark family)
L1-003
CACTI Mismatch-Only Spec (standard SCI video benchmark family)
L1-004
Structured Illumination Microscopy (SIM) — lateral 2x resolution Mismatch-Only Spec
L1-005
Light Sheet Fluorescence Microscopy (LSFM / SPIM) Mismatch-Only Spec
L1-006
Fluorescence Lifetime Imaging Microscopy (FLIM) Mismatch-Only Spec
L1-007
Fourier Ptychographic Microscopy (FPM) Mismatch-Only Spec
L1-008
Two-Photon Microscopy (chi-3 NLO excitation) Mismatch-Only Spec
L1-009
Stimulated Emission Depletion (STED) — donut super-resolution Mismatch-Only Spec
L1-010
PALM / STORM (single-molecule localization microscopy) Mismatch-Only Spec
L1-011
Total Internal Reflection Fluorescence (TIRF) Mismatch-Only Spec
L1-012
Polarization Microscopy (Stokes / birefringence imaging) Mismatch-Only Spec
L1-013
Expansion Microscopy (ExM) — physical hydrogel expansion Mismatch-Only Spec
L1-014
MINFLUX (minimum-photon single-molecule localization) Mismatch-Only Spec
L1-015
Image Scanning Microscopy (ISM) — pixel reassignment super-resolution Mismatch-Only Spec
L1-016
Zernike Phase-Contrast Microscopy Mismatch-Only Spec
L1-017
Differential Interference Contrast (DIC / Nomarski) Microscopy Mismatch-Only Spec
L1-018
Darkfield Microscopy (oblique-illumination scattering imaging) Mismatch-Only Spec
L1-019
Lattice Light Sheet Microscopy (LLSM) — Bessel-lattice 3D imaging Mismatch-Only Spec
L1-020
Second Harmonic Generation (SHG) Microscopy Mismatch-Only Spec
L1-021
Spinning Disk Confocal (Nipkow) Microscopy Mismatch-Only Spec
L1-022
Three-Photon Microscopy (chi-5 deep-tissue imaging) Mismatch-Only Spec
L1-023
DNA-PAINT (transient DNA-hybridization localization microscopy) Mismatch-Only Spec
L1-024
CASSI Mismatch-Only Spec (KAIST benchmark family)
L1-025
Single-Pixel Imaging Mismatch-Only Spec
L1-026
CACTI Mismatch-Only Spec (SCI video benchmark family)
L1-027
Gaussian Matrix Sensing Mismatch-Only Spec
L1-028
Computed Tomography (CT) — fan/cone-beam X-ray reconstruction Mismatch-Only Spec
L1-029
Magnetic Resonance Imaging (MRI) — proton-density / T1 / T2 contrast Mismatch-Only Spec
L1-030
Planar X-ray Radiography Mismatch-Only Spec
L1-031
Clinical B-mode Ultrasound Mismatch-Only Spec
L1-032
Positron Emission Tomography (PET) Mismatch-Only Spec
L1-033
Single-Photon Emission Computed Tomography (SPECT) Mismatch-Only Spec
L1-034
Fluoroscopy (real-time X-ray) Mismatch-Only Spec
L1-035
Digital Mammography Mismatch-Only Spec
L1-036
Dual-Energy X-ray Absorptiometry (DEXA) Mismatch-Only Spec
L1-037
Cone-Beam CT (CBCT) — dental / interventional Mismatch-Only Spec
L1-038
X-ray Angiography (DSA) Mismatch-Only Spec
L1-039
Diffuse Optical Tomography (DOT) Mismatch-Only Spec
L1-040
Photoacoustic Tomography (PAT) Mismatch-Only Spec
L1-041
Optical Coherence Tomography (OCT) Mismatch-Only Spec
L1-042
Functional MRI (BOLD) Mismatch-Only Spec
L1-043
Magnetic Resonance Spectroscopy (MRS) Mismatch-Only Spec
L1-044
Diffusion MRI (DWI / DTI / HARDI) Mismatch-Only Spec
L1-045
Doppler Ultrasound (color / spectral) Mismatch-Only Spec
L1-046
Elastography (Shear-Wave / Strain) Mismatch-Only Spec
L1-047
Fiber-Optic Endoscopy Mismatch-Only Spec
L1-048
Fundus Imaging (retinal photography) Mismatch-Only Spec
L1-049
OCT Angiography (OCTA) Mismatch-Only Spec
L1-050
Proton Therapy (proton-beam radiation dose imaging) Mismatch-Only Spec
L1-051
Brachytherapy Dose Imaging Mismatch-Only Spec
L1-052
Electronic Portal Imaging (EPID) Mismatch-Only Spec
L1-053
Photon-Counting CT (PCCT) — spectral detector CT Mismatch-Only Spec
L1-054
Magnetic Resonance Elastography (MRE) Mismatch-Only Spec
L1-055
Chemical Exchange Saturation Transfer (CEST) MRI Mismatch-Only Spec
L1-056
Arterial Spin Labeling (ASL) MRI Mismatch-Only Spec
L1-057
MR Angiography (time-of-flight / phase-contrast) Mismatch-Only Spec
L1-058
Susceptibility-Weighted Imaging (SWI) Mismatch-Only Spec
L1-059
MR Fingerprinting (MRF) Mismatch-Only Spec
L1-060
Intravascular Ultrasound (IVUS) Mismatch-Only Spec
L1-061
Contrast-Enhanced Ultrasound (CEUS) Mismatch-Only Spec
L1-062
Digital Breast Tomosynthesis (DBT) Mismatch-Only Spec
L1-063
Confocal Laser Endomicroscopy (CLE) Mismatch-Only Spec
L1-064
Functional Near-Infrared Spectroscopy (fNIRS) Mismatch-Only Spec
L1-065
Electrical Impedance Tomography (EIT) Mismatch-Only Spec
L1-066
Magnetoencephalography (MEG) Mismatch-Only Spec
L1-067
Electroencephalography (EEG) Mismatch-Only Spec
L1-068
Magnetic Particle Imaging (MPI) Mismatch-Only Spec
L1-069
Ptychography Mismatch-Only Spec
L1-070
Off-Axis Digital Holography Mismatch-Only Spec
L1-071
CDI Mismatch-Only Spec (shrinkwrap-assisted single-pattern recovery)
L1-072
ODT Rytov-Regime Mismatch-Only Spec
L1-073
Talbot-Lau 3-Grating Mismatch-Only Spec
L1-074
DiffuserCam Mismatch-Only Spec
L1-075
Multi-Focus Fusion Mismatch-Only Spec
L1-076
Coded-Exposure Mismatch-Only Spec
L1-077
Event Camera Intensity Reconstruction Mismatch-Only Spec
L1-078
HDR Multi-Exposure Fusion Mismatch-Only Spec
L1-079
Light-Field Decoding Mismatch-Only Spec
L1-080
Integral Photography Decoding Mismatch-Only Spec
L1-081
NeRF Novel-View Synthesis Mismatch-Only Spec
L1-082
3DGS Novel-View Synthesis Mismatch-Only Spec
L1-083
Scanning Electron Microscopy (SEM) — secondary-electron surface imaging Mismatch-Only Spec
L1-084
Transmission Electron Microscopy (TEM) — thin-section contrast imaging Mismatch-Only Spec
L1-085
Electron Tomography — tilt-series 3D reconstruction Mismatch-Only Spec
L1-086
Scanning TEM (STEM) — HAADF / BF imaging with convergent beam Mismatch-Only Spec
L1-087
4D-STEM — pixelated-detector scanning diffraction imaging Mismatch-Only Spec
L1-088
Electron Backscatter Diffraction (EBSD) — crystallographic orientation mapping Mismatch-Only Spec
L1-089
Electron Energy Loss Spectroscopy (EELS) Mismatch-Only Spec
L1-090
Off-Axis Electron Holography — nanoscale phase imaging Mismatch-Only Spec
L1-091
Cryo-Electron Tomography (cryoET) — in-situ 3D biology at nm scale Mismatch-Only Spec
L1-092
Focused Ion Beam SEM (FIB-SEM) — serial sectioning 3D imaging Mismatch-Only Spec
L1-093
STEM-EDX — X-ray energy-dispersive elemental mapping Mismatch-Only Spec
L1-094
AMCW-ToF Depth Mismatch-Only Spec
L1-095
Scanning LiDAR Mismatch-Only Spec
L1-096
Structured-Light Depth Mismatch-Only Spec
L1-097
Photometric Stereo Mismatch-Only Spec
L1-098
Flash-LiDAR SPAD-Array Mismatch-Only Spec
L1-099
Synthetic Aperture Radar (SAR) — range-Doppler coherent imaging Mismatch-Only Spec
L1-100
Active Sonar — underwater acoustic imaging Mismatch-Only Spec
L1-101
Hyperspectral Imaging (pushbroom / AVIRIS-style) Mismatch-Only Spec
L1-102
Multispectral Imaging (Landsat/Sentinel-2) Mismatch-Only Spec
L1-103
Ground Penetrating Radar (GPR) Mismatch-Only Spec
L1-104
Doppler Weather Radar Mismatch-Only Spec
L1-105
Very Long Baseline Interferometry (VLBI) Mismatch-Only Spec
L1-106
Passive Microwave Radiometry Mismatch-Only Spec
L1-107
Interferometric SAR (InSAR) — deformation + DEM Mismatch-Only Spec
L1-108
Polarimetric SAR (PolSAR) — full-polarimetric decomposition Mismatch-Only Spec
L1-109
Ocean Color Remote Sensing (chlorophyll / CDOM / TSM) Mismatch-Only Spec
L1-110
Industrial Computed Tomography (high-res x-ray CT for NDT) Mismatch-Only Spec
L1-111
X-ray Non-Destructive Testing (2D radiography) Mismatch-Only Spec
L1-112
Phased-Array Ultrasonic Testing (PAUT) Mismatch-Only Spec
L1-113
Eddy-Current Testing (near-surface metallic defect detection) Mismatch-Only Spec
L1-114
Active Thermography (pulsed / lock-in IR inspection) Mismatch-Only Spec
L1-115
Terahertz Imaging (0.1-10 THz time-domain / CW) Mismatch-Only Spec
L1-116
Automated Optical Inspection (AOI) for PCB / manufacturing defects Mismatch-Only Spec
L1-117
X-Ray Fluorescence (XRF) Mapping Mismatch-Only Spec
L1-118
Shearography (ESPI-based strain imaging) Mismatch-Only Spec
L1-119
Scanning Acoustic Microscopy (SAM) Mismatch-Only Spec
L1-120
Magnetic Flux Leakage (MFL) — pipeline & rail inspection Mismatch-Only Spec
L1-121
Guided-Wave Ultrasonic Testing (long-range pipe/rail inspection) Mismatch-Only Spec
L1-122
Digital Image Correlation (DIC) for full-field strain Mismatch-Only Spec
L1-123
Vibration-Based Damage Detection (modal analysis NDT) Mismatch-Only Spec
L1-124
X-ray Crystallography SAD-Phasing Spec
L1-125
SAXS BioSAXS Indirect-FT Spec
L1-126
MALDI-MSI Mapping Spec (tissue lipid family)
L1-127
APT Reconstruction Spec (hemispherical projection family)
L1-128
Cryo-EM SPA Homogeneous Spec
L1-129
Neutron Tomography Spec
L1-130
pCT Reconstruction Spec
L1-131
Muon Tomography Spec (nuclear safeguards family)
L1-132
WAXS Polymer/Structure Spec
L1-133
XRF Tomography Spec
L1-134
Neutron Powder Rietveld Spec
L1-135
Cathodoluminescence Hyperspectral Mapping Spec
L1-136
Raman Imaging Hyperspectral Unmixing Spec
L1-137
CARS Multiplex Spec (broadband CARS family)
L1-138
SRS Hyperspectral Unmixing Spec
L1-139
FTIR Imaging Scatter-Corrected Spec
L1-140
LIBS Elemental-Mapping Spec (matrix-effect mismatch family)
L1-141
Brillouin Microscopy Peak-Fitting Spec
L1-142
SIMS Imaging Surface-Mapping Spec
L1-143
DESI-MSI Mapping Spec (tissue ambient MSI family)
L1-144
UV-Vis Concentration Spec
L1-145
NMR 1D Peak-Picking Spec
L1-146
EXAFS Radial-Fit Spec
L1-147
IRMS delta-value Spec (bracketing family)
L1-148
Streak Camera — picosecond 1D time-resolved imaging Mismatch-Only Spec
L1-149
Pump-Probe Spectroscopy / Imaging Mismatch-Only Spec
L1-150
Compressed Ultrafast Photography (CUP) — trillion fps imaging Mismatch-Only Spec
L1-151
XFEL Serial Femtosecond Crystallography (SFX) Mismatch-Only Spec
L1-152
Ghost Imaging (correlated-photon imaging) Mismatch-Only Spec
L1-153
Quantum Illumination — entanglement-enhanced target detection Mismatch-Only Spec
L1-154
Entangled-Photon Microscopy (N00N / SPDC imaging) Mismatch-Only Spec
L1-155
PET-CT Fusion (metabolism + anatomy) Mismatch-Only Spec
L1-156
PET-MR Fusion (molecular + multi-contrast soft tissue) Mismatch-Only Spec
L1-157
SPECT-CT Fusion Mismatch-Only Spec
L1-158
US-MRI Fusion (biopsy guidance / cardiac) Mismatch-Only Spec
L1-159
CT-FLIT (Fluorescence Lifetime Imaging Tomography) Mismatch-Only Spec
L1-160
Correlative Light-Electron Microscopy (CLEM) Mismatch-Only Spec
L1-161
Atomic Force Microscopy (AFM) Mismatch-Only Spec
L1-162
Scanning Tunneling Microscopy (STM) Mismatch-Only Spec
L1-163
Near-Field Scanning Optical Microscopy (NSOM/SNOM) Mismatch-Only Spec
L1-164
Magnetic Force Microscopy (MFM) Mismatch-Only Spec
L1-165
Stellar Coronagraphy PSF Subtraction — Nominal + Mismatch Specs
L1-166
Lucky Imaging Atmospheric Turbulence Recovery — Nominal + Mismatch Specs
L1-167
Event Horizon Telescope (VLBI) Imaging — Nominal + Mismatch Specs
L1-168
Solar EUV/X-ray Image Reconstruction — Nominal + Mismatch Specs
L1-169
Incompressible Navier-Stokes — low-Mach viscous flow Mismatch-Only Spec
L1-170
Compressible Navier-Stokes — viscous shock/boundary-layer Mismatch-Only Spec
L1-171
Euler Equations — inviscid compressible Mismatch-Only Spec
L1-172
Stokes Flow — low-Re linear viscous Mismatch-Only Spec
L1-173
Boundary Layer — Prandtl / Blasius near-wall flow Mismatch-Only Spec
L1-174
Potential Flow — irrotational inviscid Mismatch-Only Spec
L1-175
RANS k-epsilon — turbulence closure Mismatch-Only Spec
L1-176
RANS k-omega SST — Menter's two-eq turbulence model Mismatch-Only Spec
L1-177
Spalart-Allmaras — one-eq turbulence model Mismatch-Only Spec
L1-178
LES — large-eddy simulation Mismatch-Only Spec
L1-179
DNS — direct numerical simulation Mismatch-Only Spec
L1-180
Shallow Water Equations — coastal/tidal/inundation Mismatch-Only Spec
L1-181
Boussinesq Approximation — buoyant flow Mismatch-Only Spec
L1-182
Volume of Fluid (VOF) — multiphase interface tracking Mismatch-Only Spec
L1-183
Level-Set Method — implicit interface evolution Mismatch-Only Spec
L1-184
Eulerian-Lagrangian — dispersed-phase particle tracking Mismatch-Only Spec
L1-185
SPH — smoothed particle hydrodynamics Mismatch-Only Spec
L1-186
Lattice Boltzmann Method (LBM) — mesoscale fluid Mismatch-Only Spec
L1-187
Darcy Flow — low-Re porous-medium flow Mismatch-Only Spec
L1-188
Richards Equation — unsaturated variably-saturated flow Mismatch-Only Spec
L1-189
Advection-Diffusion — scalar transport Mismatch-Only Spec
L1-190
Convection-Diffusion-Reaction — transport with source terms Mismatch-Only Spec
L1-191
Buckley-Leverett — two-phase displacement saturation Mismatch-Only Spec
L1-192
Stefan Problem — fluid-side melt-front tracking Mismatch-Only Spec
L1-193
Fluid-Structure Interaction (FSI) — coupled fluid + solid Mismatch-Only Spec
L1-194
Transient Heat Conduction — inverse heat conduction (IHCP) Mismatch-Only Spec
L1-195
Steady Heat Conduction — conductivity imaging Mismatch-Only Spec
L1-196
Forced Convection — conjugate heat transfer inversion Mismatch-Only Spec
L1-197
Natural Convection — buoyancy-driven flow heat transfer Mismatch-Only Spec
L1-198
Radiative Transfer Equation — radiative heat exchange Mismatch-Only Spec
L1-199
Participating Media — RTE with gas/soot emission-absorption Mismatch-Only Spec
L1-200
Conjugate Heat Transfer — coupled fluid-solid thermal Mismatch-Only Spec
L1-201
Phase Change Material — Stefan moving-boundary problem Mismatch-Only Spec
L1-202
Thermoelectric Transport — coupled Seebeck-Peltier Mismatch-Only Spec
L1-203
Thermal Contact Resistance — interface conductance estimation Mismatch-Only Spec
L1-204
Laser Heating — short-pulse temperature rise inversion Mismatch-Only Spec
L1-205
Cryogenic Storage Boiloff — MLI heat-leak estimation Mismatch-Only Spec
L1-206
Linear Elasticity — Navier-Cauchy 3D solid mechanics Mismatch-Only Spec
L1-207
Euler-Bernoulli Beam — thin-beam bending Mismatch-Only Spec
L1-208
Timoshenko Beam — shear-deformation thick-beam Mismatch-Only Spec
L1-209
Kirchhoff Plate — thin-plate bending Mismatch-Only Spec
L1-210
Mindlin-Reissner Plate — thick-plate with shear Mismatch-Only Spec
L1-211
Shell Theory — curved thin-structure mechanics Mismatch-Only Spec
L1-212
Modal Analysis — natural frequencies and mode shapes Mismatch-Only Spec
L1-213
Linear Buckling — eigenvalue stability analysis Mismatch-Only Spec
L1-214
Hyperelasticity — large-deformation rubber-like Mismatch-Only Spec
L1-215
J2 Plasticity — von Mises rate-independent Mismatch-Only Spec
L1-216
Crystal Plasticity — slip-system resolved plasticity Mismatch-Only Spec
L1-217
Viscoelasticity — linear hereditary models Mismatch-Only Spec
L1-218
Creep Mechanics — high-temperature rate-dependent Mismatch-Only Spec
L1-219
Linear Elastic Fracture Mechanics (LEFM) — K/J evaluation Mismatch-Only Spec
L1-220
Cohesive Zone Model — traction-separation interface Mismatch-Only Spec
L1-221
XFEM — extended finite element for cracks Mismatch-Only Spec
L1-222
Phase-Field Fracture — regularized crack model Mismatch-Only Spec
L1-223
Fatigue — Paris law crack growth Mismatch-Only Spec
L1-224
Hertzian Contact — elastic sphere/cylinder contact Mismatch-Only Spec
L1-225
Frictional Contact — Coulomb / state-rate friction Mismatch-Only Spec
L1-226
Poroelasticity — Biot coupled solid/fluid Mismatch-Only Spec
L1-227
Thermoelasticity — coupled thermal-mechanical Mismatch-Only Spec
L1-228
Piezoelectricity — coupled mechanical-electrical Mismatch-Only Spec
L1-229
Elastodynamics — dynamic wave propagation in solids Mismatch-Only Spec
L1-230
Continuum Damage Mechanics — scalar/tensor damage Mismatch-Only Spec
L1-231
Maxwell Full-Wave — time-domain 3D Maxwell equations Mismatch-Only Spec
L1-232
Helmholtz Scattering — frequency-domain EM scattering Mismatch-Only Spec
L1-233
FDTD — finite-difference time-domain Maxwell Mismatch-Only Spec
L1-234
Method of Moments (MoM) — integral-equation EM Mismatch-Only Spec
L1-235
Antenna Analysis — radiation pattern inversion Mismatch-Only Spec
L1-236
Radar Cross-Section — backscatter reconstruction Mismatch-Only Spec
L1-237
Eddy Currents — conductor inversion from induced fields Mismatch-Only Spec
L1-238
Waveguide Modes — dispersion and S-parameter analysis Mismatch-Only Spec
L1-239
Fiber Optic — nonlinear Schrodinger pulse propagation Mismatch-Only Spec
L1-240
Fresnel Diffraction — paraxial wave propagation Mismatch-Only Spec
L1-241
Geometric Optics — ray tracing / eikonal Mismatch-Only Spec
L1-242
Mie Scattering — rigorous spherical-particle scattering Mismatch-Only Spec
L1-243
Rayleigh Scattering — molecular / small-particle scattering Mismatch-Only Spec
L1-244
Thin Film Interference — transfer-matrix optical design Mismatch-Only Spec
L1-245
Holographic Reconstruction — wavefront from interference Mismatch-Only Spec
L1-246
Phase Retrieval — Gerchberg-Saxton / hybrid input-output Mismatch-Only Spec
L1-247
Photonic Inverse Design — nanostructure topology optimization Mismatch-Only Spec
L1-248
Metamaterial / Metasurface — effective medium inversion Mismatch-Only Spec
L1-249
Electrostatics — Poisson equation inversion Mismatch-Only Spec
L1-250
Magnetostatics — coil design and field inversion Mismatch-Only Spec
L1-251
Inverse Synthetic Aperture Radar (ISAR) — rotating-target imaging Mismatch-Only Spec
L1-252
Ray Tracing (EM) — wireless propagation model Mismatch-Only Spec
L1-253
X-ray Phase Contrast — propagation / grating / analyzer Mismatch-Only Spec
L1-254
Microwave Imaging — permittivity imaging for biomed/NDE Mismatch-Only Spec
L1-255
THz Time-Domain Spectroscopy — material parameter extraction Mismatch-Only Spec
L1-256
Acoustic Wave Equation — time-domain pressure field reconstruction Mismatch-Only Spec
L1-257
Helmholtz Equation — frequency-domain acoustic scattering / interior field Mismatch-Only Spec
L1-258
Room Acoustics — ray-tracing impulse response Mismatch-Only Spec
L1-259
Room Acoustics — image-source method (shoebox rooms) Mismatch-Only Spec
L1-260
Acoustic Scattering — boundary element method (BEM) Mismatch-Only Spec
L1-261
Underwater Acoustic Ray Tracing (Bellhop) Mismatch-Only Spec
L1-262
Underwater Normal Modes — modal propagation (KRAKEN) Mismatch-Only Spec
L1-263
Underwater Acoustics — Parabolic Equation (RAM) Mismatch-Only Spec
L1-264
Acoustic Beamforming — DOA & imaging from array Mismatch-Only Spec
L1-265
Structural Vibration Analysis — modal response Mismatch-Only Spec
L1-266
Acoustic Emission — source localization Mismatch-Only Spec
L1-267
Vibroacoustics — structure-acoustic coupling Mismatch-Only Spec
L1-268
Duct Acoustics — wave propagation in ducts / silencers Mismatch-Only Spec
L1-269
Aeroacoustics — Lighthill analogy (jet/airframe noise) Mismatch-Only Spec
L1-270
Outdoor Noise Propagation — atmospheric refraction + ground effect Mismatch-Only Spec
L1-271
Seismic Travel-Time Tomography — ray-based velocity imaging Mismatch-Only Spec
L1-272
Full Waveform Inversion (FWI) — subsurface velocity imaging Mismatch-Only Spec
L1-273
Surface Wave Dispersion — shallow Vs profile inversion Mismatch-Only Spec
L1-274
Receiver Function — teleseismic crust imaging Mismatch-Only Spec
L1-275
Seismic Reflection — post-stack migration and imaging Mismatch-Only Spec
L1-276
Ambient-Noise Tomography — Green-function retrieval Mismatch-Only Spec
L1-277
Earthquake Source Inversion — finite-fault slip Mismatch-Only Spec
L1-278
Gravity Field Inversion — density imaging Mismatch-Only Spec
L1-279
Magnetic Field Inversion — susceptibility imaging Mismatch-Only Spec
L1-280
Magnetotelluric Inversion — resistivity imaging Mismatch-Only Spec
L1-281
Controlled-Source EM (CSEM) — resistivity for hydrocarbons Mismatch-Only Spec
L1-282
Electrical Resistivity Tomography (ERT) — near-surface Mismatch-Only Spec
L1-283
Induced Polarization — chargeability imaging Mismatch-Only Spec
L1-284
Satellite Gravity Recovery — GRACE/GRACE-FO mass change Mismatch-Only Spec
L1-285
Mantle Convection — high-Ra thermal convection Mismatch-Only Spec
L1-286
Glacial Isostatic Adjustment (GIA) — post-glacial rebound Mismatch-Only Spec
L1-287
Volcanic Deformation — InSAR/GPS source modeling Mismatch-Only Spec
L1-288
Tsunami Propagation — shallow-water wave simulation Mismatch-Only Spec
L1-289
Geothermal Reservoir — coupled thermo-hydraulic inversion Mismatch-Only Spec
L1-290
Well Test Analysis — transient pressure testing Mismatch-Only Spec
L1-291
Tidal Analysis — harmonic tidal constituent extraction Mismatch-Only Spec
L1-292
Subsurface Temperature — geothermal gradient inversion Mismatch-Only Spec
L1-293
Kohn-Sham Density Functional Theory Mismatch-Only Spec
L1-294
Hartree-Fock Self-Consistent Field Mismatch-Only Spec
L1-295
Post-Hartree-Fock Correlated Methods (MP2, CCSD, CI) Mismatch-Only Spec
L1-296
Time-Dependent Density Functional Theory (TDDFT) Mismatch-Only Spec
L1-297
Ab Initio Molecular Dynamics (Car-Parrinello / BOMD) Mismatch-Only Spec
L1-298
Classical Molecular Dynamics Mismatch-Only Spec
L1-299
Chemical Kinetics via Stiff ODEs Mismatch-Only Spec
L1-300
Combustion Chemistry and Ignition Kinetics Mismatch-Only Spec
L1-301
Michaelis-Menten Enzyme Kinetics Mismatch-Only Spec
L1-302
Eyring Transition State Theory Mismatch-Only Spec
L1-303
Semi-Empirical Quantum Chemistry (AM1, PM6, DFTB, xTB) Mismatch-Only Spec
L1-304
Implicit Solvation Models (PCM, COSMO, SMD) Mismatch-Only Spec
L1-305
Coarse-Grained Molecular Dynamics (MARTINI, Dry-MARTINI) Mismatch-Only Spec
L1-306
Reactive Molecular Dynamics (ReaxFF + Bond Order) Mismatch-Only Spec
L1-307
Free Energy Perturbation (FEP + TI + BAR) Mismatch-Only Spec
L1-308
Kinetic Monte Carlo (KMC) Mismatch-Only Spec
L1-309
Metropolis Monte Carlo Mismatch-Only Spec
L1-310
Butler-Volmer Electrochemical Kinetics Mismatch-Only Spec
L1-311
Time-Independent Schrödinger Equation Mismatch-Only Spec
L1-312
Time-Dependent Schrödinger Equation Mismatch-Only Spec
L1-313
Quantum Scattering Theory Mismatch-Only Spec
L1-314
Quantum Tunneling Through Barriers Mismatch-Only Spec
L1-315
Electronic Band Structure Mismatch-Only Spec
L1-316
Phonon Dispersion Relations Mismatch-Only Spec
L1-317
Tight-Binding Electronic Structure Mismatch-Only Spec
L1-318
GW Approximation for Quasiparticle Energies Mismatch-Only Spec
L1-319
Bethe-Salpeter Equation for Excitons Mismatch-Only Spec
L1-320
Quantum Monte Carlo (VMC + DMC) Mismatch-Only Spec
L1-321
Density Matrix Renormalization Group (DMRG) Mismatch-Only Spec
L1-322
Exact Diagonalization of Many-Body Hamiltonians Mismatch-Only Spec
L1-323
Lindblad Master Equation (Open Quantum Systems) Mismatch-Only Spec
L1-324
Electron-Phonon Coupling and Eliashberg Theory Mismatch-Only Spec
L1-325
k.p Perturbation Theory Mismatch-Only Spec
L1-326
Phase-Field Allen-Cahn Dynamics Mismatch-Only Spec
L1-327
Cahn-Hilliard Phase Separation Mismatch-Only Spec
L1-328
CALPHAD Thermodynamic Modeling Mismatch-Only Spec
L1-329
Discrete Dislocation Dynamics Mismatch-Only Spec
L1-330
Grain Growth and Recrystallization Mismatch-Only Spec
L1-331
Classical Nucleation Theory Mismatch-Only Spec
L1-332
Solid-State Diffusion (Fick + Onsager) Mismatch-Only Spec
L1-333
Dendritic Solidification Mismatch-Only Spec
L1-334
Flory-Huggins Polymer Solution Theory Mismatch-Only Spec
L1-335
Rubber Elasticity Theory Mismatch-Only Spec
L1-336
Thin Film Growth Kinetics Mismatch-Only Spec
L1-337
Radiation Damage Cascade Dynamics Mismatch-Only Spec
L1-338
Electrochemical Corrosion Kinetics Mismatch-Only Spec
L1-339
Battery Electrode Electrochemistry (Newman-Doyle-Fuller) Mismatch-Only Spec
L1-340
Additive Manufacturing (Selective Laser Melting) Thermal Model Mismatch-Only Spec
L1-341
Ideal MHD — magnetohydrodynamics infinite-conductivity limit Mismatch-Only Spec
L1-342
Resistive MHD — finite-resistivity plasma Mismatch-Only Spec
L1-343
Vlasov Equation — collisionless kinetic plasma Mismatch-Only Spec
L1-344
Gyrokinetic — 5D reduced plasma kinetic Mismatch-Only Spec
L1-345
PIC (Particle-in-Cell) — plasma kinetic simulation Mismatch-Only Spec
L1-346
Fokker-Planck — Coulomb-collision kinetic Mismatch-Only Spec
L1-347
Grad-Shafranov — tokamak equilibrium Mismatch-Only Spec
L1-348
MHD Stability — linear eigenmode growth rates Mismatch-Only Spec
L1-349
Plasma Sheath — Debye-scale boundary layer Mismatch-Only Spec
L1-350
RF Heating — ICRF / LH / ECH wave absorption Mismatch-Only Spec
L1-351
Laser-Plasma Interaction — relativistic electron acceleration Mismatch-Only Spec
L1-352
Hall MHD — ion-scale physics in reconnection Mismatch-Only Spec
L1-353
Neutron Transport — linear Boltzmann equation Mismatch-Only Spec
L1-354
Neutron Diffusion — multi-group diffusion approximation Mismatch-Only Spec
L1-355
Criticality Eigenvalue — k-effective calculation Mismatch-Only Spec
L1-356
Point Reactor Kinetics — power transient modeling Mismatch-Only Spec
L1-357
Burnup / Depletion — fuel nuclide evolution Mismatch-Only Spec
L1-358
Reactor Thermal-Hydraulics — coupled T/H with neutronics Mismatch-Only Spec
L1-359
Monte Carlo Neutron Transport — stochastic particle tracking Mismatch-Only Spec
L1-360
Gamma-Ray Shielding — deep-penetration attenuation Mismatch-Only Spec
L1-361
Nuclear Data — R-matrix resonance evaluation Mismatch-Only Spec
L1-362
Decay Heat — residual power after reactor shutdown Mismatch-Only Spec
L1-363
N-body Gravitational Simulation — Nominal + Mismatch Specs
L1-364
Cosmological N-body (Large-Scale Structure) — Nominal + Mismatch Specs
L1-365
CMB Power Spectrum Parameter Estimation — Nominal + Mismatch Specs
L1-366
CMB Gravitational Lensing Reconstruction — Nominal + Mismatch Specs
L1-367
Strong Gravitational Lensing Inversion — Nominal + Mismatch Specs
L1-368
Weak Gravitational Lensing Shear Estimation — Nominal + Mismatch Specs
L1-369
Stellar Structure Inverse Problem — Nominal + Mismatch Specs
L1-370
Stellar Atmosphere Spectral Inversion — Nominal + Mismatch Specs
L1-371
Supernova Light Curve Fitting — Nominal + Mismatch Specs
L1-372
Pulsar Timing Array GW Background — Nominal + Mismatch Specs
L1-373
Gravitational Wave Parameter Estimation — Nominal + Mismatch Specs
L1-374
Accretion Disk Structure Inversion — Nominal + Mismatch Specs
L1-375
Cosmic Ray Propagation Inversion — Nominal + Mismatch Specs
L1-376
Galaxy SED Fitting — Nominal + Mismatch Specs
L1-377
21cm Cosmology Reionization Signal — Nominal + Mismatch Specs
L1-378
Baryon Acoustic Oscillation (BAO) Fitting — Nominal + Mismatch Specs
L1-379
Exoplanet Transit Photometry Inversion — Nominal + Mismatch Specs
L1-380
Type Ia Supernova Distance Standardization — Nominal + Mismatch Specs
L1-381
Image Deblurring Blind-Kernel Spec (GoPro / REDS benchmark family)
L1-382
Image Super-Resolution Real-World Spec (Real-ESRGAN family)
L1-383
Image Inpainting Freeform-Mask Spec (Places2 / CelebA-HQ family)
L1-384
Image Denoising Blind-Noise Spec (SIDD / DND benchmark family)
L1-385
Compressed Sensing Canonical Spec (Gaussian matrix + Lp recovery)
L1-386
DoA Estimation Calibration-Mismatch Spec (ULA family)
L1-387
BSS Instantaneous-Mixing Spec (ICA benchmark family)
L1-388
Channel Estimation OFDM/MIMO Spec (5G NR pilot family)
L1-389
Phase Unwrapping Noisy-Coherence Spec (InSAR family)
L1-390
Sparse Signal Recovery Synthesis-Model Spec (overcomplete dictionary)
L1-391
Matrix Completion Uniform-Sampling Spec (MovieLens family)
L1-392
Robust PCA Entry-Corruption Spec (video background subtraction family)
L1-393
Spectral Estimation Uniform-Sampling Spec (subspace methods)
L1-394
Adaptive Filtering Non-Stationary Spec (echo cancellation family)
L1-395
Hodgkin-Huxley Neuron Model Parameter Estimation — Nominal + Mismatch Specs
L1-396
FitzHugh-Nagumo Excitability Model — Nominal + Mismatch Specs
L1-397
Cable Equation (Dendrite Propagation) — Nominal + Mismatch Specs
L1-398
Cardiac Electrophysiology (Monodomain) — Nominal + Mismatch Specs
L1-399
Hemodynamics (Navier-Stokes Cardiovascular) — Nominal + Mismatch Specs
L1-400
Windkessel Cardiac Afterload Model — Nominal + Mismatch Specs
L1-401
Pharmacokinetics Compartment Model — Nominal + Mismatch Specs
L1-402
Physiologically Based PK (PBPK) — Nominal + Mismatch Specs
L1-403
Pharmacodynamics Dose-Response Inversion — Nominal + Mismatch Specs
L1-404
SIR Epidemic Parameter Estimation — Nominal + Mismatch Specs
L1-405
SEIR Epidemic with Exposed Compartment — Nominal + Mismatch Specs
L1-406
Lotka-Volterra Predator-Prey Dynamics — Nominal + Mismatch Specs
L1-407
Wright-Fisher Population Genetics — Nominal + Mismatch Specs
L1-408
Phylogenetic Likelihood Inference — Nominal + Mismatch Specs
L1-409
Tumor Growth Model Inversion — Nominal + Mismatch Specs
L1-410
Oxygen Transport (Krogh Cylinder) — Nominal + Mismatch Specs
L1-411
Protein Folding Energy Landscape Inversion — Nominal + Mismatch Specs
L1-412
HMM Sequence Alignment and Profile Inference — Nominal + Mismatch Specs
L1-413
Gaussian Plume Atmospheric Dispersion — Nominal + Mismatch Specs
L1-414
Advection-Dispersion Transport Inversion — Nominal + Mismatch Specs
L1-415
Atmospheric Radiative Transfer Inversion — Nominal + Mismatch Specs
L1-416
General Circulation Model (GCM) Inversion — Nominal + Mismatch Specs
L1-417
Numerical Weather Prediction Data Assimilation — Nominal + Mismatch Specs
L1-418
Ocean Circulation Inverse Modeling — Nominal + Mismatch Specs
L1-419
Sea Ice Thermodynamic-Dynamic Inversion — Nominal + Mismatch Specs
L1-420
River Hydraulics Shallow Water Inversion — Nominal + Mismatch Specs
L1-421
Sediment Transport Inversion — Nominal + Mismatch Specs
L1-422
Contaminant Source Identification — Nominal + Mismatch Specs
L1-423
Carbon Cycle Biogeochemical Inversion — Nominal + Mismatch Specs
L1-424
Groundwater Contaminant Transport Inversion — Nominal + Mismatch Specs
L1-425
Linear State-Space System Analysis — Nominal + Mismatch Specs
L1-426
Kalman Filter State Estimation — Nominal + Mismatch Specs
L1-427
Extended Kalman Filter (EKF) — Nominal + Mismatch Specs
L1-428
Unscented Kalman Filter (UKF) — Nominal + Mismatch Specs
L1-429
Particle Filter (Sequential Monte Carlo) — Nominal + Mismatch Specs
L1-430
System Identification (N4SID/ARX) — Nominal + Mismatch Specs
L1-431
Optimal Control (LQR) — Nominal + Mismatch Specs
L1-432
Model Predictive Control (MPC/NMPC) — Nominal + Mismatch Specs
L1-433
PID Controller Tuning — Nominal + Mismatch Specs
L1-434
4D-Var Data Assimilation — Nominal + Mismatch Specs
L1-435
Ensemble Kalman Filter (EnKF) — Nominal + Mismatch Specs
L1-436
Nonlinear Observer Design — Nominal + Mismatch Specs
L1-437
Black-Scholes Option Pricing Calibration — Nominal + Mismatch Specs
L1-438
Heston Stochastic Volatility Calibration — Nominal + Mismatch Specs
L1-439
Hull-White Interest Rate Model Calibration — Nominal + Mismatch Specs
L1-440
Monte Carlo Option Pricing — Nominal + Mismatch Specs
L1-441
Implied Volatility Surface Construction — Nominal + Mismatch Specs
L1-442
Merton Credit Risk Structural Model — Nominal + Mismatch Specs
L1-443
Markowitz Mean-Variance Portfolio Optimization — Nominal + Mismatch Specs
L1-444
GARCH Volatility Estimation — Nominal + Mismatch Specs
L1-445
Forward Kinematics — Nominal + Mismatch Specs
L1-446
Inverse Kinematics — Nominal + Mismatch Specs
L1-447
Forward Dynamics — Nominal + Mismatch Specs
L1-448
Inverse Dynamics — Nominal + Mismatch Specs
L1-449
Trajectory Optimization — Nominal + Mismatch Specs
L1-450
Rigid Body Dynamics Simulation — Nominal + Mismatch Specs
L1-451
Multibody Dynamics with Constraints — Nominal + Mismatch Specs
L1-452
Vehicle Dynamics (Bicycle Model) — Nominal + Mismatch Specs
L1-453
Spacecraft Attitude Determination — Nominal + Mismatch Specs
L1-454
Orbital Mechanics Inversion (Lambert) — Nominal + Mismatch Specs
L1-455
Rotor Dynamics Aeroelastic Inversion — Nominal + Mismatch Specs
L1-456
Hydrodynamic Lubrication (Reynolds Equation) — Nominal + Mismatch Specs
L1-457
Black-Oil Reservoir Simulation — Nominal + Mismatch Specs
L1-458
Compositional Reservoir Simulation — Nominal + Mismatch Specs
L1-459
Reservoir History Matching — Nominal + Mismatch Specs
L1-460
Hydraulic Fracture Propagation Modeling — Nominal + Mismatch Specs
L1-461
Enhanced Oil Recovery (EOR) Modeling — Nominal + Mismatch Specs
L1-462
Seismic Rock Physics (Gassmann) — Nominal + Mismatch Specs
L1-463
Arps Decline Curve Analysis — Nominal + Mismatch Specs
L1-464
Well Productivity Index Inversion — Nominal + Mismatch Specs
L1-465
GNSS Positioning and Navigation — Nominal + Mismatch Specs
L1-466
Satellite Orbit Determination — Nominal + Mismatch Specs
L1-467
Satellite Radar Altimetry — Nominal + Mismatch Specs
L1-468
LiDAR Point Cloud 3D Mapping — Nominal + Mismatch Specs
L1-469
Photogrammetry Structure-from-Motion — Nominal + Mismatch Specs
L1-470
Satellite Gravity Gradiometry (GOCE) — Nominal + Mismatch Specs
L1-471
Hyperspectral Spectral Unmixing — Nominal + Mismatch Specs
L1-472
Radiometric Sensor Calibration — Nominal + Mismatch Specs
L1-473
Dissipative Particle Dynamics (DPD) Mismatch-Only Spec
L1-474
Self-Consistent Field Theory (SCFT) Mismatch-Only Spec
L1-475
de Gennes-Doi-Edwards Reptation Theory Mismatch-Only Spec
L1-476
Oldroyd-B Viscoelastic Constitutive Model Mismatch-Only Spec
L1-477
DLVO Colloidal Force Theory Mismatch-Only Spec
L1-478
Landau-de Gennes Liquid Crystal Theory Mismatch-Only Spec
L1-479
Lattice QCD Path Integral — Nominal + Mismatch Specs
L1-480
Parton Distribution Functions (DGLAP) — Nominal + Mismatch Specs
L1-481
Monte Carlo Event Generation — Nominal + Mismatch Specs
L1-482
Calorimeter Energy Response Inversion — Nominal + Mismatch Specs
L1-483
Charged Particle Track Reconstruction — Nominal + Mismatch Specs
L1-484
Neutrino Oscillation Parameter Extraction — Nominal + Mismatch Specs
L1-485
Dark Matter Direct Detection Inversion — Nominal + Mismatch Specs
L1-486
Jet Reconstruction (Anti-kT) — Nominal + Mismatch Specs
L1-487
Drift-Diffusion Semiconductor Transport (TCAD) Mismatch-Only Spec
L1-488
Hydrodynamic Semiconductor Transport Mismatch-Only Spec
L1-489
Carrier Boltzmann Transport Equation Mismatch-Only Spec
L1-490
Non-Equilibrium Green's Function (NEGF) Quantum Transport Mismatch-Only Spec
L1-491
BSIM Compact MOSFET Model Mismatch-Only Spec
L1-492
Solar Cell Device Physics (Shockley-Queisser + drift-diffusion) Mismatch-Only Spec
L1-493
LED and Laser Rate Equations Mismatch-Only Spec
L1-494
Thermionic Emission at Metal-Semiconductor Interfaces Mismatch-Only Spec
L1-495
Quantum Well and Quantum Dot Electronic Structure Mismatch-Only Spec
L1-496
Phonon Boltzmann Transport Equation Mismatch-Only Spec
L1-497
Topology Optimization (SIMP) — Nominal + Mismatch Specs
L1-498
Shape Optimization — Nominal + Mismatch Specs
L1-499
Optimal Experimental Design — Nominal + Mismatch Specs
L1-500
Quantitative Susceptibility Mapping (QSM) — Spec Skeleton
L1-503
Quantitative Photoacoustic Tomography (qPAT) — Spec Skeleton
L1-504
Pharmacokinetic Dynamic PET (PK-PET) — Spec Skeleton
L1-505
Hyperpolarized 13C Metabolic MRI — Spec Skeleton
L1-506
Joint MEG-EEG Source Imaging — Spec Skeleton
L1-507
Optical Coherence Elastography (OCE) — Spec Skeleton
L1-508
Photoacoustic-Ultrasound Dual-mode Imaging (PAUS) — Spec Skeleton
L1-509
Cardiac 4D-flow MRI with Hemodynamic Biomechanics — Spec Skeleton
L1-510
PillCam-SPECTRA Optical-Property Recovery (analytical core) — Spec Skeleton
L1-511
PillCam-SPECTRA Bleeding-Region Detection (PWDR) — Spec Skeleton
L1-512
Diabetic Retinopathy Grading from Fundus Imaging (PWDR) — Spec Skeleton
L1-513
Chest CT Pneumonia/COVID Severity Classification (PWDR) — Spec Skeleton
L1-514
Mammographic Breast Density Classification BI-RADS (PWDR) — Spec Skeleton
L1-515
MR Spectroscopy Tumor Grading (PWDR) — Spec Skeleton
L1-516
Dermoscopy Skin Lesion Malignancy Classification (PWDR) — Spec Skeleton
L1-517
X-ray Diffraction Crystal Structure Recovery (analytical core) — Spec Skeleton
L1-518
X-ray Diffraction Crystal Space-Group Classification (PWDR) — Spec Skeleton
L1-519
RNA-seq Cell-Type Classification (PWDR) — Spec Skeleton
L1-520
Drug-Target Binding Affinity Classification (PWDR) — Spec Skeleton
L1-521
Earthquake Magnitude Classification (PWDR) — Spec Skeleton
L1-522
Pneumothorax Detection from Chest X-ray (PWDR) — Spec Skeleton
L1-523
Stroke Ischemic Core / Penumbra Classification from CT-Perfusion (PWDR) — Spec Skeleton
L1-524
Pulmonary Embolism Detection from CT Pulmonary Angiography (PWDR) — Spec Skeleton
L1-525
Bone Fracture Detection from Radiograph (PWDR) — Spec Skeleton
L1-526
Knee / Hip Osteoarthritis Kellgren-Lawrence Grading (PWDR) — Spec Skeleton
L1-527
ECG Arrhythmia Classification (PWDR) — Spec Skeleton
L1-528
Glaucoma Optic-Disc Cupping Classification (PWDR) — Spec Skeleton
L1-529
Age-Related Macular Degeneration OCT Grading (PWDR) — Spec Skeleton
L1-530
EEG Seizure Detection (PWDR) — Spec Skeleton
L1-531
Confocal Fluorescence (pinhole-rejection livecell imaging) Mismatch-Only Spec
L1-532
Confocal Z-Stack (3D axial deconvolution) Mismatch-Only Spec
L1-533
Benchmark
· 531 artifactsT1_nominal
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KAIST-30 center 256x256 crop, 28 bands at 10 nm sp…
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CACTI-6 standard 256x256x8 kobe/traffic/drop/runne…
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L2-111-001
T1_nominal
L2-112-001
T1_nominal
L2-113-001
T1_nominal
L2-114-001
T1_nominal
L2-115-001
T1_nominal
L2-116-001
T1_nominal
L2-117-001
T1_nominal
L2-118-001
T1_nominal
L2-119-001
T1_nominal
L2-120-001
T1_nominal
L2-121-001
T1_nominal
L2-122-001
T1_nominal
L2-123-001
T1_nominal
L2-124-001
T1_high_res
L2-125-001
T1_clean_globular
L2-126-001
T1_uniform_matrix
L2-127-001
T1_simple_metal
L2-128-001
T1_ideal_stable
L2-129-001
T1_clean_full_scan
L2-130-001
T1_clean_phantom
L2-131-001
T1_Z_contrast
L2-132-001
T1_crystalline_polymer
L2-133-001
T1_thin_sample
L2-134-001
T1_simple_oxide
L2-135-001
T1_std
L2-136-001
T1_clean
L2-137-001
T1_low_nonres
L2-138-001
T1_clean
L2-139-001
T1_clean
L2-140-001
T1_matrix_matched
L2-141-001
T1_clean_water
L2-142-001
T1_polymer_std
L2-143-001
T1_std
L2-144-001
T1_clean
L2-145-001
T1_clean
L2-146-001
T1_simple_metal
L2-147-001
T1_ideal_std
L2-148-001
T1_nominal
L2-149-001
T1_nominal
L2-150-001
T1_nominal
L2-151-001
T1_nominal
L2-152-001
T1_nominal
L2-153-001
T1_nominal
L2-154-001
T1_nominal
L2-155-001
T1_nominal
L2-156-001
T1_nominal
L2-157-001
T1_nominal
L2-158-001
T1_nominal
L2-159-001
T1_nominal
L2-160-001
T1_nominal
L2-161-001
T1_nominal
L2-162-001
T1_nominal
L2-163-001
T1_nominal
L2-164-001
T1_nominal
L2-165-001
T1_nominal
Standard Astronomy conditions, clean data, calibra…
T1_nominal
Standard Astronomy conditions, clean data, calibra…
T1_nominal
Standard Astronomy conditions, clean data, calibra…
T1_nominal
Standard Astronomy conditions, clean data, calibra…
T1_nominal
L2-170-001
T1_nominal
L2-171-001
T1_nominal
L2-172-001
T1_nominal
L2-173-001
T1_nominal
L2-174-001
T1_nominal
L2-175-001
T1_nominal
L2-176-001
T1_nominal
L2-177-001
T1_nominal
L2-178-001
T1_nominal
L2-179-001
T1_nominal
L2-180-001
T1_nominal
L2-181-001
T1_nominal
L2-182-001
T1_nominal
L2-183-001
T1_nominal
L2-184-001
T1_nominal
L2-185-001
T1_nominal
L2-186-001
T1_nominal
L2-187-001
T1_nominal
L2-188-001
T1_nominal
L2-189-001
T1_nominal
L2-190-001
T1_nominal
L2-191-001
T1_nominal
L2-192-001
T1_nominal
L2-193-001
T1_nominal
L2-194-001
T1_nominal
L2-195-001
T1_nominal
L2-196-001
T1_nominal
L2-197-001
T1_nominal
L2-198-001
T1_nominal
L2-199-001
T1_nominal
L2-200-001
T1_nominal
L2-201-001
T1_nominal
L2-202-001
T1_nominal
L2-203-001
T1_nominal
L2-204-001
T1_nominal
L2-205-001
T1_nominal
L2-206-001
T1_nominal
L2-207-001
T1_nominal
L2-208-001
T1_nominal
L2-209-001
T1_nominal
L2-210-001
T1_nominal
L2-211-001
T1_nominal
L2-212-001
T1_nominal
L2-213-001
T1_nominal
L2-214-001
T1_nominal
L2-215-001
T1_nominal
L2-216-001
T1_nominal
L2-217-001
T1_nominal
L2-218-001
T1_nominal
L2-219-001
T1_nominal
L2-220-001
T1_nominal
L2-221-001
T1_nominal
L2-222-001
T1_nominal
L2-223-001
T1_nominal
L2-224-001
T1_nominal
L2-225-001
T1_nominal
L2-226-001
T1_nominal
L2-227-001
T1_nominal
L2-228-001
T1_nominal
L2-229-001
T1_nominal
L2-230-001
T1_nominal
L2-231-001
T1_nominal
L2-232-001
T1_nominal
L2-233-001
T1_nominal
L2-234-001
T1_nominal
L2-235-001
T1_nominal
L2-236-001
T1_nominal
L2-237-001
T1_nominal
L2-238-001
T1_nominal
L2-239-001
T1_nominal
L2-240-001
T1_nominal
L2-241-001
T1_nominal
L2-242-001
T1_nominal
L2-243-001
T1_nominal
L2-244-001
T1_nominal
L2-245-001
T1_nominal
L2-246-001
T1_nominal
L2-247-001
T1_nominal
L2-248-001
T1_nominal
L2-249-001
T1_nominal
L2-250-001
T1_nominal
L2-251-001
T1_nominal
L2-252-001
T1_nominal
L2-253-001
T1_nominal
L2-254-001
T1_nominal
L2-255-001
T1_nominal
L2-256-001
T1_nominal
L2-257-001
T1_nominal
L2-258-001
T1_nominal
L2-259-001
T1_nominal
L2-260-001
T1_nominal
L2-261-001
T1_nominal
L2-262-001
T1_nominal
L2-263-001
T1_nominal
L2-264-001
T1_nominal
L2-265-001
T1_nominal
L2-266-001
T1_nominal
L2-267-001
T1_nominal
L2-268-001
T1_nominal
L2-269-001
T1_nominal
L2-270-001
T1_nominal
L2-271-001
T1_nominal
L2-272-001
T1_nominal
L2-273-001
T1_nominal
L2-274-001
T1_nominal
L2-275-001
T1_nominal
L2-276-001
T1_nominal
L2-277-001
T1_nominal
L2-278-001
T1_nominal
L2-279-001
T1_nominal
L2-280-001
T1_nominal
L2-281-001
T1_nominal
L2-282-001
T1_nominal
L2-283-001
T1_nominal
L2-284-001
T1_nominal
L2-285-001
T1_nominal
L2-286-001
T1_nominal
L2-287-001
T1_nominal
L2-288-001
T1_nominal
L2-289-001
T1_nominal
L2-290-001
T1_nominal
L2-291-001
T1_nominal
L2-292-001
T1_nominal
L2-293-001
T1_nominal
Kohn-Sham Density Functional Theory at rho=1.
T1_nominal
Hartree-Fock Self-Consistent Field at rho=1.
T1_nominal
Post-Hartree-Fock Correlated Methods (MP2, CCSD, C…
T1_nominal
Time-Dependent Density Functional Theory (TDDFT) a…
T1_nominal
Ab Initio Molecular Dynamics (Car-Parrinello / BOM…
T1_nominal
Classical Molecular Dynamics at rho=1.
T1_nominal
Chemical Kinetics via Stiff ODEs at rho=1.
T1_nominal
Combustion Chemistry and Ignition Kinetics at rho=…
T1_nominal
Michaelis-Menten Enzyme Kinetics at rho=1.
T1_nominal
Eyring Transition State Theory at rho=1.
T1_nominal
Semi-Empirical Quantum Chemistry (AM1, PM6, DFTB, …
T1_nominal
Implicit Solvation Models (PCM, COSMO, SMD) at rho…
T1_nominal
Coarse-Grained Molecular Dynamics (MARTINI, Dry-MA…
T1_nominal
Reactive Molecular Dynamics (ReaxFF + Bond Order) …
T1_nominal
Free Energy Perturbation (FEP + TI + BAR) at rho=1…
T1_nominal
Kinetic Monte Carlo (KMC) at rho=1.
T1_nominal
Metropolis Monte Carlo at rho=1.
T1_nominal
Butler-Volmer Electrochemical Kinetics at rho=1.
T1_nominal
Time-Independent Schrödinger Equation at rho=1.
T1_nominal
Time-Dependent Schrödinger Equation at rho=1.
T1_nominal
Quantum Scattering Theory at rho=1.
T1_nominal
Quantum Tunneling Through Barriers at rho=1.
T1_nominal
Electronic Band Structure at rho=1.
T1_nominal
Phonon Dispersion Relations at rho=1.
T1_nominal
Tight-Binding Electronic Structure at rho=1.
T1_nominal
GW Approximation for Quasiparticle Energies at rho…
T1_nominal
Bethe-Salpeter Equation for Excitons at rho=1.
T1_nominal
Quantum Monte Carlo (VMC + DMC) at rho=1.
T1_nominal
Density Matrix Renormalization Group (DMRG) at rho…
T1_nominal
Exact Diagonalization of Many-Body Hamiltonians at…
T1_nominal
Lindblad Master Equation (Open Quantum Systems) at…
T1_nominal
Electron-Phonon Coupling and Eliashberg Theory at …
T1_nominal
k.p Perturbation Theory at rho=1.
T1_nominal
Phase-Field Allen-Cahn Dynamics at rho=1.
T1_nominal
Cahn-Hilliard Phase Separation at rho=1.
T1_nominal
CALPHAD Thermodynamic Modeling at rho=1.
T1_nominal
Discrete Dislocation Dynamics at rho=1.
T1_nominal
Grain Growth and Recrystallization at rho=1.
T1_nominal
Classical Nucleation Theory at rho=1.
T1_nominal
Solid-State Diffusion (Fick + Onsager) at rho=1.
T1_nominal
Dendritic Solidification at rho=1.
T1_nominal
Flory-Huggins Polymer Solution Theory at rho=1.
T1_nominal
Rubber Elasticity Theory at rho=1.
T1_nominal
Thin Film Growth Kinetics at rho=1.
T1_nominal
Radiation Damage Cascade Dynamics at rho=1.
T1_nominal
Electrochemical Corrosion Kinetics at rho=1.
T1_nominal
Battery Electrode Electrochemistry (Newman-Doyle-F…
T1_nominal
Additive Manufacturing (Selective Laser Melting) T…
T1_nominal
L2-342-001
T1_nominal
L2-343-001
T1_nominal
L2-344-001
T1_nominal
L2-345-001
T1_nominal
L2-346-001
T1_nominal
L2-347-001
T1_nominal
L2-348-001
T1_nominal
L2-349-001
T1_nominal
L2-350-001
T1_nominal
L2-351-001
T1_nominal
L2-352-001
T1_nominal
L2-353-001
T1_nominal
L2-354-001
T1_nominal
L2-355-001
T1_nominal
L2-356-001
T1_nominal
L2-357-001
T1_nominal
L2-358-001
T1_nominal
L2-359-001
T1_nominal
L2-360-001
T1_nominal
L2-361-001
T1_nominal
L2-362-001
T1_nominal
L2-363-001
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
Standard Astrophysics conditions, clean data, cali…
T1_nominal
L2-382-001
T1_nominal_bicubic
L2-383-001
T1_small_holes
L2-384-001
T1_mild
L2-385-001
T1_oversampled
L2-386-001
T1_nominal
L2-387-001
T1_nominal
L2-388-001
T1_static_los
L2-389-001
T1_high_coherence
L2-390-001
T1_low_coherence
L2-391-001
T1_well_sampled
L2-392-001
T1_clean_rank
L2-393-001
T1_well_separated
L2-394-001
T1_stationary
L2-395-001
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Computational Biology conditions, clean d…
T1_nominal
Standard Environmental Science conditions, clean d…
T1_nominal
Standard Environmental Science conditions, clean d…
T1_nominal
Standard Environmental Science conditions, clean d…
T1_nominal
Standard Environmental Science conditions, clean d…
T1_nominal
Standard Environmental Science conditions, clean d…
T1_nominal
Standard Environmental Science conditions, clean d…
T1_nominal
Standard Environmental Science conditions, clean d…
T1_nominal
Standard Environmental Science conditions, clean d…
T1_nominal
Standard Environmental Science conditions, clean d…
T1_nominal
Standard Environmental Science conditions, clean d…
T1_nominal
Standard Environmental Science conditions, clean d…
T1_nominal
Standard Environmental Science conditions, clean d…
T1_nominal
Standard Control Theory conditions, clean data, ca…
T1_nominal
Standard Control Theory conditions, clean data, ca…
T1_nominal
Standard Control Theory conditions, clean data, ca…
T1_nominal
Standard Control Theory conditions, clean data, ca…
T1_nominal
Standard Control Theory conditions, clean data, ca…
T1_nominal
Standard Control Theory conditions, clean data, ca…
T1_nominal
Standard Control Theory conditions, clean data, ca…
T1_nominal
Standard Control Theory conditions, clean data, ca…
T1_nominal
Standard Control Theory conditions, clean data, ca…
T1_nominal
Standard Control Theory conditions, clean data, ca…
T1_nominal
Standard Control Theory conditions, clean data, ca…
T1_nominal
Standard Control Theory conditions, clean data, ca…
T1_nominal
Standard Computational Finance conditions, clean d…
T1_nominal
Standard Computational Finance conditions, clean d…
T1_nominal
Standard Computational Finance conditions, clean d…
T1_nominal
Standard Computational Finance conditions, clean d…
T1_nominal
Standard Computational Finance conditions, clean d…
T1_nominal
Standard Computational Finance conditions, clean d…
T1_nominal
Standard Computational Finance conditions, clean d…
T1_nominal
Standard Computational Finance conditions, clean d…
T1_nominal
Standard Robotics conditions, clean data, calibrat…
T1_nominal
Standard Robotics conditions, clean data, calibrat…
T1_nominal
Standard Robotics conditions, clean data, calibrat…
T1_nominal
Standard Robotics conditions, clean data, calibrat…
T1_nominal
Standard Robotics conditions, clean data, calibrat…
T1_nominal
Standard Robotics conditions, clean data, calibrat…
T1_nominal
Standard Robotics conditions, clean data, calibrat…
T1_nominal
Standard Robotics conditions, clean data, calibrat…
T1_nominal
Standard Robotics conditions, clean data, calibrat…
T1_nominal
Standard Robotics conditions, clean data, calibrat…
T1_nominal
Standard Robotics conditions, clean data, calibrat…
T1_nominal
Standard Robotics conditions, clean data, calibrat…
T1_nominal
Standard Petroleum Engineering conditions, clean d…
T1_nominal
Standard Petroleum Engineering conditions, clean d…
T1_nominal
Standard Petroleum Engineering conditions, clean d…
T1_nominal
Standard Petroleum Engineering conditions, clean d…
T1_nominal
Standard Petroleum Engineering conditions, clean d…
T1_nominal
Standard Petroleum Engineering conditions, clean d…
T1_nominal
Standard Petroleum Engineering conditions, clean d…
T1_nominal
Standard Petroleum Engineering conditions, clean d…
T1_nominal
Standard Geodesy conditions, clean data, calibrate…
T1_nominal
Standard Geodesy conditions, clean data, calibrate…
T1_nominal
Standard Geodesy conditions, clean data, calibrate…
T1_nominal
Standard Geodesy conditions, clean data, calibrate…
T1_nominal
Standard Geodesy conditions, clean data, calibrate…
T1_nominal
Standard Geodesy conditions, clean data, calibrate…
T1_nominal
Standard Geodesy conditions, clean data, calibrate…
T1_nominal
Standard Geodesy conditions, clean data, calibrate…
T1_nominal
Dissipative Particle Dynamics (DPD) at rho=1.
T1_nominal
Self-Consistent Field Theory (SCFT) at rho=1.
T1_nominal
de Gennes-Doi-Edwards Reptation Theory at rho=1.
T1_nominal
Oldroyd-B Viscoelastic Constitutive Model at rho=1…
T1_nominal
DLVO Colloidal Force Theory at rho=1.
T1_nominal
Landau-de Gennes Liquid Crystal Theory at rho=1.
T1_nominal
Standard Particle Physics conditions, clean data, …
T1_nominal
Standard Particle Physics conditions, clean data, …
T1_nominal
Standard Particle Physics conditions, clean data, …
T1_nominal
Standard Particle Physics conditions, clean data, …
T1_nominal
Standard Particle Physics conditions, clean data, …
T1_nominal
Standard Particle Physics conditions, clean data, …
T1_nominal
Standard Particle Physics conditions, clean data, …
T1_nominal
Standard Particle Physics conditions, clean data, …
T1_nominal
Drift-Diffusion Semiconductor Transport (TCAD) at …
T1_nominal
Hydrodynamic Semiconductor Transport at rho=1.
T1_nominal
Carrier Boltzmann Transport Equation at rho=1.
T1_nominal
Non-Equilibrium Green's Function (NEGF) Quantum Tr…
T1_nominal
BSIM Compact MOSFET Model at rho=1.
T1_nominal
Solar Cell Device Physics (Shockley-Queisser + dri…
T1_nominal
LED and Laser Rate Equations at rho=1.
T1_nominal
Thermionic Emission at Metal-Semiconductor Interfa…
T1_nominal
Quantum Well and Quantum Dot Electronic Structure …
T1_nominal
Phonon Boltzmann Transport Equation at rho=1.
T1_nominal
Standard Optimization conditions, clean data, cali…
T1_nominal
Standard Optimization conditions, clean data, cali…
T1_nominal
Standard Optimization conditions, clean data, cali…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
[NEEDS_HAND_AUTHORING: nominal-tier dataset descri…
T1_nominal
L2-532-001
T1_nominal
L2-533-001
Solution
· 1078 artifactsbaseline:community
L3-001-001-001-T1
baseline:reference
L3-001-001-001-T1
baseline:community
L3-002-001-001-T1
baseline:reference
L3-002-001-001-T1
baseline:ADMM-CASSI
L3-003-T1
baseline:GAP-TV
L3-003-T1
baseline:PnP-HSICNN
L3-003-T1
real:ADMM-Net@v1.0
L3-003-T1
real:GAP-Net@v1.0
L3-003-T1
real:MST-L@v1.0
L3-003-T1
baseline:EfficientSCI
L3-004-T1
baseline:GAP-TV
L3-004-T1
baseline:PnP-FFDNet
L3-004-T1
baseline:community
L3-005-001-001-T1
baseline:reference
L3-005-001-001-T1
baseline:community
L3-006-001-001-T1
baseline:reference
L3-006-001-001-T1
baseline:community
L3-007-001-001-T1
baseline:reference
L3-007-001-001-T1
baseline:community
L3-008-001-001-T1
baseline:reference
L3-008-001-001-T1
baseline:community
L3-009-001-001-T1
baseline:reference
L3-009-001-001-T1
baseline:community
L3-010-001-001-T1
baseline:reference
L3-010-001-001-T1
baseline:community
L3-011-001-001-T1
baseline:reference
L3-011-001-001-T1
baseline:community
L3-012-001-001-T1
baseline:reference
L3-012-001-001-T1
baseline:community
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How to claim an artifact
- Open any genesis artifact below and click Download bundle.
- Paste the Markdown file into ChatGPT (or Claude / Gemini). Edit the prose to your taste.
- Use the File Mapping footer at the bottom of the MD to ask the LLM to regenerate the JSON (and, for solutions, code + reports).
- Submit your polished bundle at /submit. Founder reviews → mainnet → you earn the upstream royalty stream.