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Hot topics

— flagship imaging leaderboards (verified)
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CT

Medical
🥇 CT-FM 44.1dB
🥈 PINER-CT 43.6dB
🥉 CT-MAE 43.2dB
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MRI

Medical
🥇 SwinMR++ 43.8dB
🥈 HUMUS-Net++ 43.1dB
🥉 HybridCascade++ 42.5dB
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CASSI

Compressive
🥇 MiJUN-5stg 40.9dB
🥈 RDLUF-MixS2-9stg 39.6dB
🥉 DAUHST-9stg 38.4dB
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Cryo-EM Single Particle Analysis

Scientific Instrumentation
🥇 DiffusionCryo 39.8dB
🥈 CryoSTAR 38.4dB
🥉 CryoFormer 37.1dB
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Ultrasound

Medical Ultrasound
🥇 ScoreUS 36.3dB
🥈 DiffUS 36.0dB
🥉 AttentionBeam 35.5dB
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NeRF

Neural Rendering
🥇 NeRFactor2 35.9dB
🥈 GaussianShader 35.2dB
🥉 3D-GS++ 34.5dB
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OCT

Clinical Optics
🥇 ScoreOCT 38.0dB
🥈 DiffusionOCT 37.5dB
🥉 SpeckleFormer 36.9dB
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PET

Medical
🥇 U-Net-PET 36.8dB
🥈 PET-ViT 36.4dB
🥉 PETFormer 35.7dB
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All layers L1 Principle (549) L2 Digital Twin (549) L3 Benchmark (531) L4 Solution (1078)
L4 ⚡

Solution

· 1078 solutions across 531 benchmarks
L3-025-001-001-T1 ⊙ Testnet
CASSI Mismatch-Only Spec (KAIST benchmark family) · T1_nominal

Solutions · ranked by quality (13)

  1. 1. GAP-Net v1.0 q=1.000
  2. 2. MST-L v1.0 q=1.000
  3. 3. DAUHST-9stg v1.0 q=0.967
  4. 4. ADMM-Net v1.0 q=0.965
  5. 5. pnp_dncnn v1.0.0 q=0.958
  6. 6. TwIST-classical v1.0 q=0.946
  7. 7. FISTA-TV-classical v1.0 q=0.879
  8. 8. GAP-TV-classical v1.0 q=0.865
+5 more →
L3-003-T1 ⊙ Testnet
CASSI Mismatch-Only Spec (KAIST benchmark family) · T1_nominal

Solutions · ranked by quality (6)

  1. 1. GAP-Net v1.0 q=1.000
  2. 2. MST-L v1.0 q=1.000
  3. 3. ADMM-Net v1.0 q=0.965
  4. 4. PnP-HSICNN (baseline) q=0.890
  5. 5. ADMM-CASSI (baseline) q=0.760
  6. 6. GAP-TV (baseline) q=0.750
L3-004-T1 ⊙ Testnet
CACTI Mismatch-Only Spec (standard SCI video benchmark family) · T1_nominal

Solutions · ranked by quality (3)

  1. 1. EfficientSCI (baseline) q=0.920
  2. 2. PnP-FFDNet (baseline) q=0.780
  3. 3. GAP-TV (baseline) q=0.750

Baseline coverage · 528 benchmarks with reference/community top-ups only — submit a real solver to top the board

Widefield Fluorescence Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Low-Dose Widefield Fluorescence (photon-starved Airy deconvolution) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Structured Illumination Microscopy (SIM) — lateral 2x resolution Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Light Sheet Fluorescence Microscopy (LSFM / SPIM) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Fluorescence Lifetime Imaging Microscopy (FLIM) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Fourier Ptychographic Microscopy (FPM) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Two-Photon Microscopy (chi-3 NLO excitation) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Stimulated Emission Depletion (STED) — donut super-resolution Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
PALM / STORM (single-molecule localization microscopy) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Total Internal Reflection Fluorescence (TIRF) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Polarization Microscopy (Stokes / birefringence imaging) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Expansion Microscopy (ExM) — physical hydrogel expansion Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
MINFLUX (minimum-photon single-molecule localization) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Image Scanning Microscopy (ISM) — pixel reassignment super-resolution Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Zernike Phase-Contrast Microscopy Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Differential Interference Contrast (DIC / Nomarski) Microscopy Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Darkfield Microscopy (oblique-illumination scattering imaging) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Lattice Light Sheet Microscopy (LLSM) — Bessel-lattice 3D imaging Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Second Harmonic Generation (SHG) Microscopy Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Spinning Disk Confocal (Nipkow) Microscopy Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Three-Photon Microscopy (chi-5 deep-tissue imaging) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
DNA-PAINT (transient DNA-hybridization localization microscopy) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Single-Pixel Imaging Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
CACTI Mismatch-Only Spec (SCI video benchmark family) · T1_nominal com q=0.80 ref q=0.80
Gaussian Matrix Sensing Mismatch-Only Spec · T1_easy com q=0.80 ref q=0.80
Computed Tomography (CT) — fan/cone-beam X-ray reconstruction Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Magnetic Resonance Imaging (MRI) — proton-density / T1 / T2 contrast Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Planar X-ray Radiography Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Clinical B-mode Ultrasound Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Positron Emission Tomography (PET) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Single-Photon Emission Computed Tomography (SPECT) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Fluoroscopy (real-time X-ray) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Digital Mammography Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Dual-Energy X-ray Absorptiometry (DEXA) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Cone-Beam CT (CBCT) — dental / interventional Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
X-ray Angiography (DSA) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Diffuse Optical Tomography (DOT) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Photoacoustic Tomography (PAT) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Optical Coherence Tomography (OCT) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Functional MRI (BOLD) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Magnetic Resonance Spectroscopy (MRS) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Diffusion MRI (DWI / DTI / HARDI) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Doppler Ultrasound (color / spectral) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Elastography (Shear-Wave / Strain) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Fiber-Optic Endoscopy Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Fundus Imaging (retinal photography) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
OCT Angiography (OCTA) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Proton Therapy (proton-beam radiation dose imaging) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Brachytherapy Dose Imaging Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Electronic Portal Imaging (EPID) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Photon-Counting CT (PCCT) — spectral detector CT Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Magnetic Resonance Elastography (MRE) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Chemical Exchange Saturation Transfer (CEST) MRI Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Arterial Spin Labeling (ASL) MRI Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
MR Angiography (time-of-flight / phase-contrast) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Susceptibility-Weighted Imaging (SWI) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
MR Fingerprinting (MRF) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Intravascular Ultrasound (IVUS) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Contrast-Enhanced Ultrasound (CEUS) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Digital Breast Tomosynthesis (DBT) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Confocal Laser Endomicroscopy (CLE) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Functional Near-Infrared Spectroscopy (fNIRS) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Electrical Impedance Tomography (EIT) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Magnetoencephalography (MEG) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Electroencephalography (EEG) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Magnetic Particle Imaging (MPI) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Ptychography Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Off-Axis Digital Holography Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
CDI Mismatch-Only Spec (shrinkwrap-assisted single-pattern recovery) · T1_nominal ref q=0.80 com q=0.80
ODT Rytov-Regime Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Talbot-Lau 3-Grating Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
DiffuserCam Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Multi-Focus Fusion Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Coded-Exposure Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Event Camera Intensity Reconstruction Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
HDR Multi-Exposure Fusion Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Light-Field Decoding Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Integral Photography Decoding Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
NeRF Novel-View Synthesis Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
3DGS Novel-View Synthesis Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Scanning Electron Microscopy (SEM) — secondary-electron surface imaging Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Transmission Electron Microscopy (TEM) — thin-section contrast imaging Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Electron Tomography — tilt-series 3D reconstruction Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Scanning TEM (STEM) — HAADF / BF imaging with convergent beam Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
4D-STEM — pixelated-detector scanning diffraction imaging Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Electron Backscatter Diffraction (EBSD) — crystallographic orientation mapping Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Electron Energy Loss Spectroscopy (EELS) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Off-Axis Electron Holography — nanoscale phase imaging Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Cryo-Electron Tomography (cryoET) — in-situ 3D biology at nm scale Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Focused Ion Beam SEM (FIB-SEM) — serial sectioning 3D imaging Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
STEM-EDX — X-ray energy-dispersive elemental mapping Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
AMCW-ToF Depth Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Scanning LiDAR Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Structured-Light Depth Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Photometric Stereo Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Flash-LiDAR SPAD-Array Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Synthetic Aperture Radar (SAR) — range-Doppler coherent imaging Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Active Sonar — underwater acoustic imaging Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Hyperspectral Imaging (pushbroom / AVIRIS-style) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Multispectral Imaging (Landsat/Sentinel-2) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Ground Penetrating Radar (GPR) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Doppler Weather Radar Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Very Long Baseline Interferometry (VLBI) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Passive Microwave Radiometry Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Interferometric SAR (InSAR) — deformation + DEM Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Polarimetric SAR (PolSAR) — full-polarimetric decomposition Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Ocean Color Remote Sensing (chlorophyll / CDOM / TSM) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Industrial Computed Tomography (high-res x-ray CT for NDT) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
X-ray Non-Destructive Testing (2D radiography) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Phased-Array Ultrasonic Testing (PAUT) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Eddy-Current Testing (near-surface metallic defect detection) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Active Thermography (pulsed / lock-in IR inspection) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Terahertz Imaging (0.1-10 THz time-domain / CW) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Automated Optical Inspection (AOI) for PCB / manufacturing defects Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
X-Ray Fluorescence (XRF) Mapping Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Shearography (ESPI-based strain imaging) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Scanning Acoustic Microscopy (SAM) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Magnetic Flux Leakage (MFL) — pipeline & rail inspection Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Guided-Wave Ultrasonic Testing (long-range pipe/rail inspection) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Digital Image Correlation (DIC) for full-field strain Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Vibration-Based Damage Detection (modal analysis NDT) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
X-ray Crystallography SAD-Phasing Spec · T1_high_res com q=0.80 ref q=0.80
SAXS BioSAXS Indirect-FT Spec · T1_clean_globular ref q=0.80 com q=0.80
MALDI-MSI Mapping Spec (tissue lipid family) · T1_uniform_matrix ref q=0.80 com q=0.80
APT Reconstruction Spec (hemispherical projection family) · T1_simple_metal com q=0.80 ref q=0.80
Cryo-EM SPA Homogeneous Spec · T1_ideal_stable ref q=0.80 com q=0.80
Neutron Tomography Spec · T1_clean_full_scan ref q=0.80 com q=0.80
pCT Reconstruction Spec · T1_clean_phantom ref q=0.80 com q=0.80
Muon Tomography Spec (nuclear safeguards family) · T1_Z_contrast com q=0.80 ref q=0.80
WAXS Polymer/Structure Spec · T1_crystalline_polymer ref q=0.80 com q=0.80
XRF Tomography Spec · T1_thin_sample ref q=0.80 com q=0.80
Neutron Powder Rietveld Spec · T1_simple_oxide ref q=0.80 com q=0.80
Cathodoluminescence Hyperspectral Mapping Spec · T1_std com q=0.80 ref q=0.80
Raman Imaging Hyperspectral Unmixing Spec · T1_clean ref q=0.80 com q=0.80
CARS Multiplex Spec (broadband CARS family) · T1_low_nonres com q=0.80 ref q=0.80
SRS Hyperspectral Unmixing Spec · T1_clean com q=0.80 ref q=0.80
FTIR Imaging Scatter-Corrected Spec · T1_clean ref q=0.80 com q=0.80
LIBS Elemental-Mapping Spec (matrix-effect mismatch family) · T1_matrix_matched ref q=0.80 com q=0.80
Brillouin Microscopy Peak-Fitting Spec · T1_clean_water ref q=0.80 com q=0.80
SIMS Imaging Surface-Mapping Spec · T1_polymer_std ref q=0.80 com q=0.80
DESI-MSI Mapping Spec (tissue ambient MSI family) · T1_std ref q=0.80 com q=0.80
UV-Vis Concentration Spec · T1_clean com q=0.80 ref q=0.80
NMR 1D Peak-Picking Spec · T1_clean ref q=0.80 com q=0.80
EXAFS Radial-Fit Spec · T1_simple_metal ref q=0.80 com q=0.80
IRMS delta-value Spec (bracketing family) · T1_ideal_std ref q=0.80 com q=0.80
Streak Camera — picosecond 1D time-resolved imaging Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Pump-Probe Spectroscopy / Imaging Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Compressed Ultrafast Photography (CUP) — trillion fps imaging Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
XFEL Serial Femtosecond Crystallography (SFX) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Ghost Imaging (correlated-photon imaging) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Quantum Illumination — entanglement-enhanced target detection Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Entangled-Photon Microscopy (N00N / SPDC imaging) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
PET-CT Fusion (metabolism + anatomy) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
PET-MR Fusion (molecular + multi-contrast soft tissue) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
SPECT-CT Fusion Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
US-MRI Fusion (biopsy guidance / cardiac) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
CT-FLIT (Fluorescence Lifetime Imaging Tomography) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Correlative Light-Electron Microscopy (CLEM) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Atomic Force Microscopy (AFM) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Scanning Tunneling Microscopy (STM) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Near-Field Scanning Optical Microscopy (NSOM/SNOM) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Magnetic Force Microscopy (MFM) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Stellar Coronagraphy PSF Subtraction — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Lucky Imaging Atmospheric Turbulence Recovery — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Event Horizon Telescope (VLBI) Imaging — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Solar EUV/X-ray Image Reconstruction — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Incompressible Navier-Stokes — low-Mach viscous flow Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Compressible Navier-Stokes — viscous shock/boundary-layer Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Euler Equations — inviscid compressible Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Stokes Flow — low-Re linear viscous Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Boundary Layer — Prandtl / Blasius near-wall flow Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Potential Flow — irrotational inviscid Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
RANS k-epsilon — turbulence closure Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
RANS k-omega SST — Menter's two-eq turbulence model Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Spalart-Allmaras — one-eq turbulence model Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
LES — large-eddy simulation Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
DNS — direct numerical simulation Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Shallow Water Equations — coastal/tidal/inundation Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Boussinesq Approximation — buoyant flow Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Volume of Fluid (VOF) — multiphase interface tracking Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Level-Set Method — implicit interface evolution Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Eulerian-Lagrangian — dispersed-phase particle tracking Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
SPH — smoothed particle hydrodynamics Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Lattice Boltzmann Method (LBM) — mesoscale fluid Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Darcy Flow — low-Re porous-medium flow Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Richards Equation — unsaturated variably-saturated flow Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Advection-Diffusion — scalar transport Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Convection-Diffusion-Reaction — transport with source terms Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Buckley-Leverett — two-phase displacement saturation Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Stefan Problem — fluid-side melt-front tracking Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Fluid-Structure Interaction (FSI) — coupled fluid + solid Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Transient Heat Conduction — inverse heat conduction (IHCP) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Steady Heat Conduction — conductivity imaging Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Forced Convection — conjugate heat transfer inversion Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Natural Convection — buoyancy-driven flow heat transfer Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Radiative Transfer Equation — radiative heat exchange Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Participating Media — RTE with gas/soot emission-absorption Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Conjugate Heat Transfer — coupled fluid-solid thermal Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Phase Change Material — Stefan moving-boundary problem Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Thermoelectric Transport — coupled Seebeck-Peltier Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Thermal Contact Resistance — interface conductance estimation Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Laser Heating — short-pulse temperature rise inversion Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Cryogenic Storage Boiloff — MLI heat-leak estimation Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Linear Elasticity — Navier-Cauchy 3D solid mechanics Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Euler-Bernoulli Beam — thin-beam bending Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Timoshenko Beam — shear-deformation thick-beam Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Kirchhoff Plate — thin-plate bending Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Mindlin-Reissner Plate — thick-plate with shear Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Shell Theory — curved thin-structure mechanics Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Modal Analysis — natural frequencies and mode shapes Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Linear Buckling — eigenvalue stability analysis Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Hyperelasticity — large-deformation rubber-like Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
J2 Plasticity — von Mises rate-independent Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Crystal Plasticity — slip-system resolved plasticity Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Viscoelasticity — linear hereditary models Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Creep Mechanics — high-temperature rate-dependent Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Linear Elastic Fracture Mechanics (LEFM) — K/J evaluation Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Cohesive Zone Model — traction-separation interface Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
XFEM — extended finite element for cracks Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Phase-Field Fracture — regularized crack model Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Fatigue — Paris law crack growth Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Hertzian Contact — elastic sphere/cylinder contact Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Frictional Contact — Coulomb / state-rate friction Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Poroelasticity — Biot coupled solid/fluid Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Thermoelasticity — coupled thermal-mechanical Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Piezoelectricity — coupled mechanical-electrical Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Elastodynamics — dynamic wave propagation in solids Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Continuum Damage Mechanics — scalar/tensor damage Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Maxwell Full-Wave — time-domain 3D Maxwell equations Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Helmholtz Scattering — frequency-domain EM scattering Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
FDTD — finite-difference time-domain Maxwell Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Method of Moments (MoM) — integral-equation EM Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Antenna Analysis — radiation pattern inversion Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Radar Cross-Section — backscatter reconstruction Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Eddy Currents — conductor inversion from induced fields Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Waveguide Modes — dispersion and S-parameter analysis Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Fiber Optic — nonlinear Schrodinger pulse propagation Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Fresnel Diffraction — paraxial wave propagation Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Geometric Optics — ray tracing / eikonal Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Mie Scattering — rigorous spherical-particle scattering Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Rayleigh Scattering — molecular / small-particle scattering Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Thin Film Interference — transfer-matrix optical design Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Holographic Reconstruction — wavefront from interference Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Phase Retrieval — Gerchberg-Saxton / hybrid input-output Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Photonic Inverse Design — nanostructure topology optimization Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Metamaterial / Metasurface — effective medium inversion Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Electrostatics — Poisson equation inversion Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Magnetostatics — coil design and field inversion Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Inverse Synthetic Aperture Radar (ISAR) — rotating-target imaging Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Ray Tracing (EM) — wireless propagation model Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
X-ray Phase Contrast — propagation / grating / analyzer Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Microwave Imaging — permittivity imaging for biomed/NDE Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
THz Time-Domain Spectroscopy — material parameter extraction Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Acoustic Wave Equation — time-domain pressure field reconstruction Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Helmholtz Equation — frequency-domain acoustic scattering / interior field Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Room Acoustics — ray-tracing impulse response Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Room Acoustics — image-source method (shoebox rooms) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Acoustic Scattering — boundary element method (BEM) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Underwater Acoustic Ray Tracing (Bellhop) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Underwater Normal Modes — modal propagation (KRAKEN) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Underwater Acoustics — Parabolic Equation (RAM) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Acoustic Beamforming — DOA & imaging from array Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Structural Vibration Analysis — modal response Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Acoustic Emission — source localization Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Vibroacoustics — structure-acoustic coupling Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Duct Acoustics — wave propagation in ducts / silencers Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Aeroacoustics — Lighthill analogy (jet/airframe noise) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Outdoor Noise Propagation — atmospheric refraction + ground effect Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Seismic Travel-Time Tomography — ray-based velocity imaging Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Full Waveform Inversion (FWI) — subsurface velocity imaging Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Surface Wave Dispersion — shallow Vs profile inversion Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Receiver Function — teleseismic crust imaging Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Seismic Reflection — post-stack migration and imaging Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Ambient-Noise Tomography — Green-function retrieval Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Earthquake Source Inversion — finite-fault slip Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Gravity Field Inversion — density imaging Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Magnetic Field Inversion — susceptibility imaging Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Magnetotelluric Inversion — resistivity imaging Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Controlled-Source EM (CSEM) — resistivity for hydrocarbons Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Electrical Resistivity Tomography (ERT) — near-surface Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Induced Polarization — chargeability imaging Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Satellite Gravity Recovery — GRACE/GRACE-FO mass change Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Mantle Convection — high-Ra thermal convection Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Glacial Isostatic Adjustment (GIA) — post-glacial rebound Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Volcanic Deformation — InSAR/GPS source modeling Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Tsunami Propagation — shallow-water wave simulation Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Geothermal Reservoir — coupled thermo-hydraulic inversion Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Well Test Analysis — transient pressure testing Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Tidal Analysis — harmonic tidal constituent extraction Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Subsurface Temperature — geothermal gradient inversion Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Kohn-Sham Density Functional Theory Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Hartree-Fock Self-Consistent Field Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Post-Hartree-Fock Correlated Methods (MP2, CCSD, CI) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Time-Dependent Density Functional Theory (TDDFT) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Ab Initio Molecular Dynamics (Car-Parrinello / BOMD) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Classical Molecular Dynamics Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Chemical Kinetics via Stiff ODEs Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Combustion Chemistry and Ignition Kinetics Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Michaelis-Menten Enzyme Kinetics Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Eyring Transition State Theory Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Semi-Empirical Quantum Chemistry (AM1, PM6, DFTB, xTB) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Implicit Solvation Models (PCM, COSMO, SMD) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Coarse-Grained Molecular Dynamics (MARTINI, Dry-MARTINI) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Reactive Molecular Dynamics (ReaxFF + Bond Order) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Free Energy Perturbation (FEP + TI + BAR) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Kinetic Monte Carlo (KMC) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Metropolis Monte Carlo Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Butler-Volmer Electrochemical Kinetics Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Time-Independent Schrödinger Equation Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Time-Dependent Schrödinger Equation Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Quantum Scattering Theory Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Quantum Tunneling Through Barriers Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Electronic Band Structure Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Phonon Dispersion Relations Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Tight-Binding Electronic Structure Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
GW Approximation for Quasiparticle Energies Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Bethe-Salpeter Equation for Excitons Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Quantum Monte Carlo (VMC + DMC) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Density Matrix Renormalization Group (DMRG) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Exact Diagonalization of Many-Body Hamiltonians Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Lindblad Master Equation (Open Quantum Systems) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Electron-Phonon Coupling and Eliashberg Theory Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
k.p Perturbation Theory Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Phase-Field Allen-Cahn Dynamics Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Cahn-Hilliard Phase Separation Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
CALPHAD Thermodynamic Modeling Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Discrete Dislocation Dynamics Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Grain Growth and Recrystallization Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Classical Nucleation Theory Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Solid-State Diffusion (Fick + Onsager) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Dendritic Solidification Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Flory-Huggins Polymer Solution Theory Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Rubber Elasticity Theory Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Thin Film Growth Kinetics Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Radiation Damage Cascade Dynamics Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Electrochemical Corrosion Kinetics Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Battery Electrode Electrochemistry (Newman-Doyle-Fuller) Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Additive Manufacturing (Selective Laser Melting) Thermal Model Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Ideal MHD — magnetohydrodynamics infinite-conductivity limit Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Resistive MHD — finite-resistivity plasma Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Vlasov Equation — collisionless kinetic plasma Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Gyrokinetic — 5D reduced plasma kinetic Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
PIC (Particle-in-Cell) — plasma kinetic simulation Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Fokker-Planck — Coulomb-collision kinetic Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Grad-Shafranov — tokamak equilibrium Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
MHD Stability — linear eigenmode growth rates Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Plasma Sheath — Debye-scale boundary layer Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
RF Heating — ICRF / LH / ECH wave absorption Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Laser-Plasma Interaction — relativistic electron acceleration Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Hall MHD — ion-scale physics in reconnection Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Neutron Transport — linear Boltzmann equation Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Neutron Diffusion — multi-group diffusion approximation Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Criticality Eigenvalue — k-effective calculation Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Point Reactor Kinetics — power transient modeling Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Burnup / Depletion — fuel nuclide evolution Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Reactor Thermal-Hydraulics — coupled T/H with neutronics Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Monte Carlo Neutron Transport — stochastic particle tracking Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Gamma-Ray Shielding — deep-penetration attenuation Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Nuclear Data — R-matrix resonance evaluation Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Decay Heat — residual power after reactor shutdown Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
N-body Gravitational Simulation — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Cosmological N-body (Large-Scale Structure) — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
CMB Power Spectrum Parameter Estimation — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
CMB Gravitational Lensing Reconstruction — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Strong Gravitational Lensing Inversion — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Weak Gravitational Lensing Shear Estimation — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Stellar Structure Inverse Problem — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Stellar Atmosphere Spectral Inversion — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Supernova Light Curve Fitting — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Pulsar Timing Array GW Background — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Gravitational Wave Parameter Estimation — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Accretion Disk Structure Inversion — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Cosmic Ray Propagation Inversion — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Galaxy SED Fitting — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
21cm Cosmology Reionization Signal — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Baryon Acoustic Oscillation (BAO) Fitting — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Exoplanet Transit Photometry Inversion — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Type Ia Supernova Distance Standardization — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Image Deblurring Blind-Kernel Spec (GoPro / REDS benchmark family) · T1_nominal com q=0.80 ref q=0.80
Image Super-Resolution Real-World Spec (Real-ESRGAN family) · T1_nominal_bicubic ref q=0.80 com q=0.80
Image Inpainting Freeform-Mask Spec (Places2 / CelebA-HQ family) · T1_small_holes ref q=0.80 com q=0.80
Image Denoising Blind-Noise Spec (SIDD / DND benchmark family) · T1_mild com q=0.80 ref q=0.80
Compressed Sensing Canonical Spec (Gaussian matrix + Lp recovery) · T1_oversampled com q=0.80 ref q=0.80
DoA Estimation Calibration-Mismatch Spec (ULA family) · T1_nominal com q=0.80 ref q=0.80
BSS Instantaneous-Mixing Spec (ICA benchmark family) · T1_nominal com q=0.80 ref q=0.80
Channel Estimation OFDM/MIMO Spec (5G NR pilot family) · T1_static_los com q=0.80 ref q=0.80
Phase Unwrapping Noisy-Coherence Spec (InSAR family) · T1_high_coherence ref q=0.80 com q=0.80
Sparse Signal Recovery Synthesis-Model Spec (overcomplete dictionary) · T1_low_coherence ref q=0.80 com q=0.80
Matrix Completion Uniform-Sampling Spec (MovieLens family) · T1_well_sampled com q=0.80 ref q=0.80
Robust PCA Entry-Corruption Spec (video background subtraction family) · T1_clean_rank ref q=0.80 com q=0.80
Spectral Estimation Uniform-Sampling Spec (subspace methods) · T1_well_separated com q=0.80 ref q=0.80
Adaptive Filtering Non-Stationary Spec (echo cancellation family) · T1_stationary com q=0.80 ref q=0.80
Hodgkin-Huxley Neuron Model Parameter Estimation — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
FitzHugh-Nagumo Excitability Model — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Cable Equation (Dendrite Propagation) — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Cardiac Electrophysiology (Monodomain) — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Hemodynamics (Navier-Stokes Cardiovascular) — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Windkessel Cardiac Afterload Model — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Pharmacokinetics Compartment Model — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Physiologically Based PK (PBPK) — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Pharmacodynamics Dose-Response Inversion — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
SIR Epidemic Parameter Estimation — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
SEIR Epidemic with Exposed Compartment — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Lotka-Volterra Predator-Prey Dynamics — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Wright-Fisher Population Genetics — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Phylogenetic Likelihood Inference — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Tumor Growth Model Inversion — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Oxygen Transport (Krogh Cylinder) — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Protein Folding Energy Landscape Inversion — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
HMM Sequence Alignment and Profile Inference — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Gaussian Plume Atmospheric Dispersion — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Advection-Dispersion Transport Inversion — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Atmospheric Radiative Transfer Inversion — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
General Circulation Model (GCM) Inversion — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Numerical Weather Prediction Data Assimilation — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Ocean Circulation Inverse Modeling — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Sea Ice Thermodynamic-Dynamic Inversion — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
River Hydraulics Shallow Water Inversion — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Sediment Transport Inversion — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Contaminant Source Identification — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Carbon Cycle Biogeochemical Inversion — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Groundwater Contaminant Transport Inversion — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Linear State-Space System Analysis — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Kalman Filter State Estimation — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Extended Kalman Filter (EKF) — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Unscented Kalman Filter (UKF) — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Particle Filter (Sequential Monte Carlo) — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
System Identification (N4SID/ARX) — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Optimal Control (LQR) — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Model Predictive Control (MPC/NMPC) — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
PID Controller Tuning — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
4D-Var Data Assimilation — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Ensemble Kalman Filter (EnKF) — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Nonlinear Observer Design — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Black-Scholes Option Pricing Calibration — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Heston Stochastic Volatility Calibration — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Hull-White Interest Rate Model Calibration — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Monte Carlo Option Pricing — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Implied Volatility Surface Construction — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Merton Credit Risk Structural Model — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Markowitz Mean-Variance Portfolio Optimization — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
GARCH Volatility Estimation — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Forward Kinematics — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Inverse Kinematics — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Forward Dynamics — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Inverse Dynamics — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Trajectory Optimization — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Rigid Body Dynamics Simulation — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Multibody Dynamics with Constraints — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Vehicle Dynamics (Bicycle Model) — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Spacecraft Attitude Determination — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Orbital Mechanics Inversion (Lambert) — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Rotor Dynamics Aeroelastic Inversion — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Hydrodynamic Lubrication (Reynolds Equation) — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Black-Oil Reservoir Simulation — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Compositional Reservoir Simulation — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Reservoir History Matching — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Hydraulic Fracture Propagation Modeling — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Enhanced Oil Recovery (EOR) Modeling — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Seismic Rock Physics (Gassmann) — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Arps Decline Curve Analysis — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Well Productivity Index Inversion — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
GNSS Positioning and Navigation — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Satellite Orbit Determination — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Satellite Radar Altimetry — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
LiDAR Point Cloud 3D Mapping — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Photogrammetry Structure-from-Motion — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Satellite Gravity Gradiometry (GOCE) — Nominal + Mismatch Specs · T1_nominal com q=0.80 ref q=0.80
Hyperspectral Spectral Unmixing — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Radiometric Sensor Calibration — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Dissipative Particle Dynamics (DPD) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Self-Consistent Field Theory (SCFT) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
de Gennes-Doi-Edwards Reptation Theory Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Oldroyd-B Viscoelastic Constitutive Model Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
DLVO Colloidal Force Theory Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Landau-de Gennes Liquid Crystal Theory Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Lattice QCD Path Integral — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Parton Distribution Functions (DGLAP) — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Monte Carlo Event Generation — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Calorimeter Energy Response Inversion — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Charged Particle Track Reconstruction — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Neutrino Oscillation Parameter Extraction — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Dark Matter Direct Detection Inversion — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Jet Reconstruction (Anti-kT) — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Drift-Diffusion Semiconductor Transport (TCAD) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Hydrodynamic Semiconductor Transport Mismatch-Only Spec · T1_nominal com q=0.80 ref q=0.80
Carrier Boltzmann Transport Equation Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Non-Equilibrium Green's Function (NEGF) Quantum Transport Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
BSIM Compact MOSFET Model Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Solar Cell Device Physics (Shockley-Queisser + drift-diffusion) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
LED and Laser Rate Equations Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Thermionic Emission at Metal-Semiconductor Interfaces Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Quantum Well and Quantum Dot Electronic Structure Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Phonon Boltzmann Transport Equation Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Topology Optimization (SIMP) — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Shape Optimization — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Optimal Experimental Design — Nominal + Mismatch Specs · T1_nominal ref q=0.80 com q=0.80
Quantitative Susceptibility Mapping (QSM) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Quantitative Photoacoustic Tomography (qPAT) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Pharmacokinetic Dynamic PET (PK-PET) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Hyperpolarized 13C Metabolic MRI — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Joint MEG-EEG Source Imaging — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Optical Coherence Elastography (OCE) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Photoacoustic-Ultrasound Dual-mode Imaging (PAUS) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Cardiac 4D-flow MRI with Hemodynamic Biomechanics — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
PillCam-SPECTRA Optical-Property Recovery (analytical core) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
PillCam-SPECTRA Bleeding-Region Detection (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Diabetic Retinopathy Grading from Fundus Imaging (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Chest CT Pneumonia/COVID Severity Classification (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Mammographic Breast Density Classification BI-RADS (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
MR Spectroscopy Tumor Grading (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Dermoscopy Skin Lesion Malignancy Classification (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
X-ray Diffraction Crystal Structure Recovery (analytical core) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
X-ray Diffraction Crystal Space-Group Classification (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
RNA-seq Cell-Type Classification (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Drug-Target Binding Affinity Classification (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Earthquake Magnitude Classification (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Pneumothorax Detection from Chest X-ray (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Stroke Ischemic Core / Penumbra Classification from CT-Perfusion (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Pulmonary Embolism Detection from CT Pulmonary Angiography (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Bone Fracture Detection from Radiograph (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Knee / Hip Osteoarthritis Kellgren-Lawrence Grading (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
ECG Arrhythmia Classification (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Glaucoma Optic-Disc Cupping Classification (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Age-Related Macular Degeneration OCT Grading (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
EEG Seizure Detection (PWDR) — Spec Skeleton · T1_nominal ref q=0.80 com q=0.80
Confocal Fluorescence (pinhole-rejection livecell imaging) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80
Confocal Z-Stack (3D axial deconvolution) Mismatch-Only Spec · T1_nominal ref q=0.80 com q=0.80

How to claim an artifact

  1. Open any genesis artifact below and click Download bundle.
  2. Paste the Markdown file into ChatGPT (or Claude / Gemini). Edit the prose to your taste.
  3. Use the File Mapping footer at the bottom of the MD to ask the LLM to regenerate the JSON (and, for solutions, code + reports).
  4. Submit your polished bundle at /submit. Founder reviews → mainnet → you earn the upstream royalty stream.