Blind reconstruction challenges across 169 imaging system variants — public and hidden test sets, leaderboards, and dataset downloads.

Flagship Leaderboards

Top-performing methods on 10 flagship imaging challenges — from medical to quantum.

Existing Modality Benchmarks 169

Per-modality reconstruction challenges — public and hidden test sets, leaderboards, and dataset downloads.

Medical

34 variants

CT

X-ray Computed Tomography

R(θ) → Π(fan) → D(g, η₁)

Leaderboard

🥇 CT-FM + gradient 0.844
🥈 Score-CT + gradient 0.824
🥉 CT-MAE + gradient 0.823
1
Benchmarks
0
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0
Hidden
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CBCT

Cone-Beam Computed Tomography

R(θ) → Π(cone) → D(g, η₁)

Leaderboard

🥇 CTFormer + gradient 0.787
🥈 DuDoTrans + gradient 0.782
🥉 DiffusionCBCT + gradient 0.745
1
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0
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0
Hidden
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PET

Positron Emission Tomography

Π(LOR) → Σ_t → D(g, η₃)

Leaderboard

🥇 PET-ViT + gradient 0.775
🥈 U-Net-PET + gradient 0.753
🥉 PETFormer + gradient 0.730
1
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0
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0
Hidden
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SPECT

Single Photon Emission Computed Tomography

Π(parallel) → Σ_E → D(g, η₃)

Leaderboard

🥇 PET-ViT + gradient 0.785
🥈 PETFormer + gradient 0.762
🥉 TransEM + gradient 0.696
1
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0
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0
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X-ray Radiography

X-ray Radiography

Π(proj) → D(g, η₁)

Leaderboard

🥇 CTFormer + gradient 0.803
🥈 CT-ViT + gradient 0.797
🥉 DOLCE + gradient 0.771
1
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0
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Mammography

Mammography

Π(contact) → D(g, η₁)

Leaderboard

🥇 CT-ViT + gradient 0.801
🥈 CTFormer + gradient 0.795
🥉 DiffusionCT + gradient 0.791
1
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0
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0
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Fluoroscopy

Fluoroscopy

Π(proj) → Σ_t → D(g, η₁)

Leaderboard

🥇 PhysFluoro + gradient 0.790
🥈 TransFluoro + gradient 0.774
🥉 DiffFluoro + gradient 0.773
1
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0
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X-ray Angiography

X-ray Angiography

Π(proj) → D(g, η₁)

Leaderboard

🥇 AngioFormer + gradient 0.741
🥈 NeRF-Angio + gradient 0.729
🥉 DiffusionAngio + gradient 0.700
1
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0
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DEXA

Dual-Energy X-ray Absorptiometry

Λ(E₁,E₂) → Π(proj) → D(g, η₁)

Leaderboard

🥇 SwinDXA + gradient 0.789
🥈 PhysDXA + gradient 0.776
🥉 DiffusionDXA + gradient 0.764
1
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0
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0
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DOT

Diffuse Optical Tomography

P(diffuse) → Σ → D(g, η₃)

Leaderboard

🥇 DiffusionDOT + gradient 0.787
🥈 PhysDOT + gradient 0.752
🥉 SwinDOT + gradient 0.738
1
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0
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0
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Photoacoustic

Photoacoustic Imaging

P(acoustic) → Σ_t → D(g, η₂)

Leaderboard

🥇 PAT-Former + gradient 0.682
🥈 Deep-PAI + gradient 0.602
🥉 Universal Back-Proj + gradient 0.551
1
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0
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0
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MRI

Magnetic Resonance Imaging

F(k-traj) → D(g, η₁)

Leaderboard

🥇 SwinMR++ + gradient 0.847
🥈 HUMUS-Net++ + gradient 0.838
🥉 MRI-FM + gradient 0.824
1
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0
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fMRI

Functional MRI (BOLD)

F(EPI) → Σ_t → D(g, η₁)

Leaderboard

🥇 SwinMR++ + gradient 0.846
🥈 HUMUS-Net++ + gradient 0.845
🥉 ReconFormer++ + gradient 0.837
1
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0
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0
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Diffusion MRI

Diffusion MRI (DTI)

F(EPI) → D(g, η₁)

Leaderboard

🥇 DiffusionDTI + gradient 0.777
🥈 PhysDiffMRI + gradient 0.752
🥉 SwinDTI + gradient 0.725
1
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0
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MRS

MR Spectroscopy

F(FID) → D(g, η₁)

Leaderboard

🥇 SwinMR++ + gradient 0.848
🥈 PnP-DnCNN-Pro + gradient 0.846
🥉 HUMUS-Net++ + gradient 0.838
1
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0
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PET/CT

Positron Emission Tomography / Computed Tomography

R(θ) → D(μ_ct) → Π(LOR) → D(g, η)

Leaderboard

🥇 CTFormer + gradient 0.813
🥈 CT-ViT + gradient 0.792
🥉 DiffusionCT + gradient 0.781
1
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0
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PET/MR

Positron Emission Tomography / Magnetic Resonance

F(k) → S(coil) → D(μ_mr) → R(θ) → D(g, η)

Leaderboard

🥇 PET-ViT + gradient 0.778
🥈 PETFormer + gradient 0.731
🥉 U-Net-PET + gradient 0.711
1
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0
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SPECT/CT

Single Photon Emission CT / Computed Tomography

R(θ) → D(μ_ct) → H(coll) → D(g, η)

Leaderboard

🥇 DL-SPECT + gradient 0.730
🥈 MAP-OSEM + gradient 0.717
🥉 AC-OSEM + gradient 0.695
1
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0
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Spectral CT

Dual-Energy / Spectral Computed Tomography

R(θ) → A(E_low, E_high) → Σ_mat → D(g, η)

Leaderboard

🥇 CT-ViT + gradient 0.784
🥈 CTFormer + gradient 0.782
🥉 DiffusionCT + gradient 0.777
1
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0
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Industrial CT

Industrial Computed Tomography

R(θ) → B(poly) → S(scatter) → D(g, η)

Leaderboard

🥇 FBPConvNet + gradient 0.743
🥈 FDK + gradient 0.697
🥉 PnP-ADMM + gradient 0.692
1
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0
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Arterial Spin Labeling (ASL) MRI

Arterial Spin Labeling (ASL) MRI

M → F → S → D

Leaderboard

🥇 Score-MRI (ASL) + gradient 0.749
🥈 PromptMR + gradient 0.733
🥉 ReconFormer + gradient 0.721
1
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0
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Brachytherapy Imaging

Brachytherapy Imaging

Π → D

Leaderboard

🥇 DiffusionSeed + gradient 0.785
🥈 CTFormer + gradient 0.764
🥉 DuDoTrans + gradient 0.763
1
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0
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CEST MRI

CEST MRI

M → F → S → D

Leaderboard

🥇 PromptCEST + gradient 0.771
🥈 CESTFormer + gradient 0.758
🥉 DiffusionCEST + gradient 0.747
1
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0
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Contrast-Enhanced Ultrasound (CEUS)

Contrast-Enhanced Ultrasound (CEUS)

P → R → D

Leaderboard

🥇 SUPER-ULM + gradient 0.774
🥈 CEUSF-Transformer + gradient 0.765
🥉 DiffusionCEUS + gradient 0.763
1
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0
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0
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Confocal Laser Endomicroscopy (CLE)

Confocal Laser Endomicroscopy (CLE)

M → C → D

Leaderboard

🥇 DiffusionEndo + gradient 0.785
🥈 Restormer-CLE + gradient 0.784
🥉 SwinIR-CLE + gradient 0.728
1
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0
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0
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Digital Breast Tomosynthesis (DBT)

Digital Breast Tomosynthesis (DBT)

Π → D

Leaderboard

🥇 PhysDBT + gradient 0.769
🥈 DiffusionDBT + gradient 0.749
🥉 SwinDBT + gradient 0.745
1
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0
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Intravascular Ultrasound (IVUS)

Intravascular Ultrasound (IVUS)

P → D

Leaderboard

🥇 ScoreUS + gradient 0.738
🥈 UltrasoundFormer + gradient 0.736
🥉 DiffUS + gradient 0.736
1
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0
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MR Elastography (MRE)

MR Elastography (MRE)

M → F → S → D

Leaderboard

🥇 SwinMR++ + gradient 0.858
🥈 ReconFormer++ + gradient 0.836
🥉 PnP-DnCNN-Pro + gradient 0.835
1
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0
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MR Fingerprinting (MRF)

MR Fingerprinting (MRF)

M → F → S → D

Leaderboard

🥇 MRF-Former + gradient 0.718
🥈 MANTIS + gradient 0.609
🥉 MRF-Net + gradient 0.576
1
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0
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MR Angiography (MRA)

MR Angiography (MRA)

M → F → S → D

Leaderboard

🥇 HUMUS-Net++ + gradient 0.852
🥈 SwinMR++ + gradient 0.832
🥉 MRI-FM + gradient 0.831
1
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0
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Functional Near-Infrared Spectroscopy (fNIRS)

Functional Near-Infrared Spectroscopy (fNIRS)

M → R → P → D

Leaderboard

🥇 DL-DOT + gradient 0.715
🥈 PnP-DOT + gradient 0.710
🥉 MBLL + gradient 0.690
1
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0
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Portal Imaging (EPID)

Portal Imaging (EPID)

Π → D

Leaderboard

🥇 CTFormer + gradient 0.790
🥈 Score-CT + gradient 0.790
🥉 CT-ViT + gradient 0.779
1
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0
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Proton Therapy Imaging

Proton Therapy Imaging

Π → D

Leaderboard

🥇 CT-ViT + gradient 0.803
🥈 CTFormer + gradient 0.797
🥉 Score-CT + gradient 0.755
1
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0
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Susceptibility-Weighted Imaging (SWI)

Susceptibility-Weighted Imaging (SWI)

M → F → S → D

Leaderboard

🥇 HUMUS-Net++ + gradient 0.854
🥈 SwinMR++ + gradient 0.846
🥉 ReconFormer++ + gradient 0.842
1
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0
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Microscopy

24 variants

Widefield

Widefield Fluorescence Microscopy

C(PSF) → D(g, η₃)

Leaderboard

🥇 Restormer + gradient 0.770
🥈 Restormer+ + gradient 0.767
🥉 DiffDeconv + gradient 0.766
1
Benchmarks
0
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0
Hidden
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Widefield Low-Dose

Low-Dose Widefield Microscopy

C(PSF) → D(g, η₃)

Leaderboard

🥇 DeconvFormer + gradient 0.785
🥈 ScoreMicro + gradient 0.772
🥉 DiffDeconv + gradient 0.764
1
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0
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0
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Confocal Live-Cell

Confocal Live-Cell Microscopy

C(PSF_confocal) → D(g, η₃)

Leaderboard

🥇 DiffusionCell + gradient 0.765
🥈 Restormer-Micro + gradient 0.758
🥉 SwinIR-LiveCell + gradient 0.742
1
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0
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Confocal 3D

Confocal 3D Z-Stack

C(PSF_3D) → D(g, η₃)

Leaderboard

🥇 SwinIR-3D + gradient 0.779
🥈 DiffusionMicro + gradient 0.771
🥉 Restormer-3D + gradient 0.767
1
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0
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0
Hidden
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Light-Sheet

Light-Sheet Fluorescence Microscopy

C(PSF_sheet) → D(g, η₃)

Leaderboard

🥇 Restormer+ + gradient 0.785
🥈 ScoreMicro + gradient 0.780
🥉 Restormer + gradient 0.773
1
Benchmarks
0
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0
Hidden
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Two-Photon

Two-Photon / Multiphoton Microscopy

C(PSF_2P) → D(g, η₃)

Leaderboard

🥇 DeconvFormer + gradient 0.796
🥈 Restormer+ + gradient 0.767
🥉 Restormer + gradient 0.760
1
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0
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0
Hidden
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STED

STED Microscopy

C(PSF_STED) → D(g, η₃)

Leaderboard

🥇 Restormer+ + gradient 0.785
🥈 DeconvFormer + gradient 0.768
🥉 ScoreMicro + gradient 0.760
1
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0
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0
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TIRF

TIRF Microscopy

C(PSF_TIRF) → D(g, η₃)

Leaderboard

🥇 DeconvFormer + gradient 0.762
🥈 Restormer+ + gradient 0.761
🥉 DiffDeconv + gradient 0.743
1
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0
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SIM

Structured Illumination Microscopy

S(grating) → C(PSF) → Σ_φ → D(g, η₃)

Leaderboard

🥇 SIMformer + gradient 0.773
🥈 DL-SIM + gradient 0.676
🥉 PnP-SIM + gradient 0.660
1
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0
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FPM

Fourier Ptychographic Microscopy

S(LED array) → C(PSF_NA) → Σ_θ → D(g, η₁)

Leaderboard

🥇 PtychoDV + gradient 0.679
🥈 Gradient Descent FPM + gradient 0.656
🥉 Fourier PtychoNet + gradient 0.592
1
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0
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FLIM

Fluorescence Lifetime Imaging

C(PSF) → Σ_t → D(g, η₃)

Leaderboard

🥇 SwinFLIM + gradient 0.774
🥈 PhysFLIM + gradient 0.758
🥉 DiffFLIM + gradient 0.751
1
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0
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PALM/STORM

PALM/STORM Single-Molecule Localization

C(PSF) → D(g, η₃)

Leaderboard

🥇 DECODE + gradient 0.674
🥈 Deep-STORM + gradient 0.587
🥉 FALCON + gradient 0.540
1
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0
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Polarization

Polarization Microscopy

M(polarizer) → C(PSF) → D(g, η₁)

Leaderboard

🥇 Restormer+ + gradient 0.770
🥈 ScoreMicro + gradient 0.763
🥉 DeconvFormer + gradient 0.754
1
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0
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0
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Dark-Field Microscopy

Dark-Field Microscopy

C → D

Leaderboard

🥇 DiffusionDF + gradient 0.784
🥈 Restormer-DF + gradient 0.776
🥉 SwinIR-DF + gradient 0.772
1
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0
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0
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Differential Interference Contrast (DIC)

Differential Interference Contrast (DIC)

M → C → D

Leaderboard

🥇 SwinDIC + gradient 0.762
🥈 DiffusionDIC + gradient 0.761
🥉 PhysPhase-Net + gradient 0.727
1
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0
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DNA-PAINT Super-Resolution

DNA-PAINT Super-Resolution

M → D

Leaderboard

🥇 DiffPAINT + gradient 0.794
🥈 PhysSTORM + gradient 0.777
🥉 SwinSTORM + gradient 0.766
1
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0
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Expansion Microscopy (ExM)

Expansion Microscopy (ExM)

C → D

Leaderboard

🥇 DiffExM + gradient 0.784
🥈 SwinExM + gradient 0.773
🥉 TransExM + gradient 0.764
1
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0
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Image Scanning Microscopy (ISM)

Image Scanning Microscopy (ISM)

C → D

Leaderboard

🥇 Restormer+ + gradient 0.785
🥈 DeconvFormer + gradient 0.759
🥉 ResUNet + gradient 0.739
1
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0
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Lattice Light-Sheet Microscopy

Lattice Light-Sheet Microscopy

C → D

Leaderboard

🥇 DeconvFormer + gradient 0.776
🥈 Restormer + gradient 0.753
🥉 ScoreMicro + gradient 0.743
1
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0
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MINFLUX Nanoscopy

MINFLUX Nanoscopy

C → D

Leaderboard

🥇 ANNA-PALM + gradient 0.672
🥈 DECODE + gradient 0.667
🥉 MLE Localization + gradient 0.649
1
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0
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Phase Contrast Microscopy

Phase Contrast Microscopy

C → D

Leaderboard

🥇 PhaseFormer + gradient 0.732
🥈 DPC-ADMM + gradient 0.640
🥉 QPI-Net + gradient 0.612
1
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0
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Second Harmonic Generation (SHG) Microscopy

Second Harmonic Generation (SHG) Microscopy

M → R → D

Leaderboard

🥇 Restormer+ + gradient 0.787
🥈 ScoreMicro + gradient 0.764
🥉 DeconvFormer + gradient 0.761
1
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0
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Spinning Disk Confocal Microscopy

Spinning Disk Confocal Microscopy

C → D

Leaderboard

🥇 DeconvFormer + gradient 0.780
🥈 Restormer+ + gradient 0.774
🥉 ScoreMicro + gradient 0.747
1
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0
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0
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Three-Photon Microscopy

Three-Photon Microscopy

C → D

Leaderboard

🥇 ScoreMicro + gradient 0.781
🥈 DeconvFormer + gradient 0.767
🥉 ResUNet + gradient 0.743
1
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0
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Electron Microscopy

11 variants

SEM

Scanning Electron Microscopy

P(e⁻ beam) → C(probe) → D(g, η₁)

Leaderboard

🥇 SwinIR + gradient 0.713
🥈 Noise2Void + gradient 0.567
🥉 BM3D + gradient 0.565
1
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0
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TEM

Transmission Electron Microscopy

P(e⁻) → C(CTF) → D(g, η₁)

Leaderboard

🥇 SwinIR + gradient 0.743
🥈 BM3D + gradient 0.626
🥉 Noise2Void + gradient 0.600
1
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0
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STEM

Scanning TEM

P(e⁻) → C(probe) → D(g, η₁)

Leaderboard

🥇 SwinIR + gradient 0.683
🥈 BM3D + gradient 0.649
🥉 Noise2Void + gradient 0.601
1
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0
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Electron Tomo

Electron Tomography

R(θ) → P(e⁻) → Π(proj) → D(g, η₁)

Leaderboard

🥇 DiffET + gradient 0.764
🥈 SwinET + gradient 0.763
🥉 PhysET + gradient 0.714
1
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0
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4D-STEM

4D-STEM Electron Diffraction

P(e⁻) → F(diffraction) → D(g, η₁)

Leaderboard

🥇 DiffED + gradient 0.767
🥈 PhysED + gradient 0.752
🥉 SwinED + gradient 0.747
1
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Electron Holography

Electron Holography

P(e⁻) → Σ(interference) → D(g, η₁)

Leaderboard

🥇 SwinHolo + gradient 0.751
🥈 DiffHolo + gradient 0.742
🥉 PhysHolo + gradient 0.737
1
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0
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EBSD

Electron Backscatter Diffraction

P(e⁻) → Π(backscatter) → D(g, η₁)

Leaderboard

🥇 PhysEBSD + gradient 0.770
🥈 SwinEBSD + gradient 0.745
🥉 DiffEBSD + gradient 0.742
1
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0
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EELS

Electron Energy Loss Spectroscopy

P(e⁻) → Λ(energy) → D(g, η₁)

Leaderboard

🥇 SwinEELS + gradient 0.773
🥈 PhysEELS + gradient 0.768
🥉 DiffEELS + gradient 0.751
1
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0
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Cryo-Electron Tomography (Cryo-ET)

Cryo-Electron Tomography (Cryo-ET)

Π → D

Leaderboard

🥇 DiffusionET + gradient 0.719
🥈 ETFormer + gradient 0.712
🥉 DeePiCt + gradient 0.695
1
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0
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0
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STEM-EDX Elemental Mapping

STEM-EDX Elemental Mapping

M → R → D

Leaderboard

🥇 SwinEDX + gradient 0.778
🥈 PhysEDX + gradient 0.772
🥉 TransEDX + gradient 0.753
1
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0
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0
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Focused Ion Beam SEM (FIB-SEM)

Focused Ion Beam SEM (FIB-SEM)

S → C → D

Leaderboard

🥇 PhysFIB + gradient 0.785
🥈 DiffFIB + gradient 0.783
🥉 SwinFIB + gradient 0.772
1
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0
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Remote Sensing

11 variants

SAR

Synthetic Aperture Radar

F(azimuth×range) → D(g, η₁)

Leaderboard

🥇 DiffusionSAR + gradient 0.731
🥈 SARFormer + gradient 0.693
🥉 SAR-CAM + gradient 0.689
1
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0
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0
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Sonar

Sonar Imaging

P(acoustic) → Σ_t → D(g, η₂)

Leaderboard

🥇 AcousticFormer + gradient 0.724
🥈 SonarNet + gradient 0.594
🥉 MVDR/Capon + gradient 0.501
1
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0
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0
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Ground-Penetrating Radar (GPR)

Ground-Penetrating Radar (GPR)

P → D

Leaderboard

🥇 HyperDet + gradient 0.585
🥈 RTM + gradient 0.563
🥉 GPR-RCNN + gradient 0.529
1
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0
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Hyperspectral Remote Sensing

Hyperspectral Remote Sensing

M → W → Σ → D

Leaderboard

🥇 MST++ + gradient 0.738
🥈 DBIN + gradient 0.643
🥉 CNMF + gradient 0.607
1
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0
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Interferometric SAR (InSAR)

Interferometric SAR (InSAR)

F → S → D

Leaderboard

🥇 InSAR-Former + gradient 0.713
🥈 PhaseNet + gradient 0.596
🥉 InSAR-BM3D + gradient 0.539
1
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0
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Multispectral Satellite Imaging

Multispectral Satellite Imaging

M → Σ → D

Leaderboard

🥇 FlowCompute + gradient 0.765
🥈 SwinIR + gradient 0.756
🥉 Restormer + gradient 0.740
1
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0
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Ocean Color Remote Sensing

Ocean Color Remote Sensing

M → Σ → D

Leaderboard

🥇 AquaFormer + gradient 0.712
🥈 OC-Net + gradient 0.624
🥉 MUMM + gradient 0.593
1
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0
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Passive Microwave Radiometry

Passive Microwave Radiometry

Σ → D

Leaderboard

🥇 MWR-Former + gradient 0.656
🥈 RadioNet + gradient 0.623
🥉 Tikhonov-SMOS + gradient 0.510
1
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0
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Polarimetric SAR (PolSAR)

Polarimetric SAR (PolSAR)

F → M → D

Leaderboard

🥇 SARFormer + gradient 0.746
🥈 DiffusionSAR + gradient 0.706
🥉 PanSharpener++ + gradient 0.702
1
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0
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0
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Radio Interferometry (VLBI)

Radio Interferometry (VLBI)

F → S → D

Leaderboard

🥇 R2D2 + gradient 0.603
🥈 PRIMO + gradient 0.569
🥉 AIRI + gradient 0.560
1
Benchmarks
0
Public
0
Hidden
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Weather / Doppler Radar

Weather / Doppler Radar

P → R → D

Leaderboard

🥇 Earthformer + gradient 0.708
🥈 RainNet + gradient 0.618
🥉 CLEAN-AP + gradient 0.613
1
Benchmarks
0
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0
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Industrial Inspection

9 variants

Scanning Acoustic Microscopy (SAM)

Scanning Acoustic Microscopy (SAM)

P → D

Leaderboard

🥇 AcousticFormer + gradient 0.704
🥈 PINN-SAM + gradient 0.676
🥉 DiffusionSAM + gradient 0.670
1
Benchmarks
0
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0
Hidden
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Active Thermography (IR)

Active Thermography (IR)

P → D

Leaderboard

🥇 ThermoFormer + gradient 0.735
🥈 DiffusionThermo + gradient 0.706
🥉 PINN-Thermo + gradient 0.680
1
Benchmarks
0
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0
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Eddy Current Imaging

Eddy Current Imaging

F → D

Leaderboard

🥇 DiffEC + gradient 0.783
🥈 PhysEC + gradient 0.760
🥉 SwinEC + gradient 0.758
1
Benchmarks
0
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0
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Machine Vision / AOI

Machine Vision / AOI

C → D

Leaderboard

🥇 UniAD + gradient 0.746
🥈 PatchCore + gradient 0.650
🥉 Template Match + gradient 0.631
1
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0
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0
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Shearography

Shearography

M → P → D

Leaderboard

🥇 PhaseFormer + gradient 0.687
🥈 ShearNet + gradient 0.665
🥉 PnP-Phase + gradient 0.583
1
Benchmarks
0
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0
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Terahertz Imaging (THz)

Terahertz Imaging (THz)

P → D

Leaderboard

🥇 THz-Former + gradient 0.712
🥈 THz-Net + gradient 0.647
🥉 PnP-SPIRAL + gradient 0.618
1
Benchmarks
0
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0
Hidden
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Ultrasonic Phased Array (TFM/FMC)

Ultrasonic Phased Array (TFM/FMC)

P → D

Leaderboard

🥇 FMC-Former + gradient 0.719
🥈 UTPA-Net + gradient 0.667
🥉 SAFT + gradient 0.633
1
Benchmarks
0
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0
Hidden
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X-ray NDT (Radiography)

X-ray NDT (Radiography)

Π → D

Leaderboard

🥇 PnP-ADMM + gradient 0.708
🥈 FBPConvNet + gradient 0.704
🥉 DR-GAN + gradient 0.666
1
Benchmarks
0
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0
Hidden
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X-ray Fluorescence (XRF) Imaging

X-ray Fluorescence (XRF) Imaging

M → R → D

Leaderboard

🥇 SpectraFormer + gradient 0.739
🥈 XRF-UNet + gradient 0.645
🥉 PnP-BM3D + gradient 0.590
1
Benchmarks
0
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0
Hidden
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Spectroscopy

8 variants

Brillouin Microscopy

Brillouin Microscopy

M → R → D

Leaderboard

🥇 SpectraFormer + gradient 0.814
🥈 DiffusionSpectra + gradient 0.777
🥉 PINN-Brillouin + gradient 0.745
1
Benchmarks
0
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0
Hidden
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Coherent Anti-Stokes Raman (CARS) Microscopy

Coherent Anti-Stokes Raman (CARS) Microscopy

M → R → D

Leaderboard

🥇 FMDiff-CARS + gradient 0.789
🥈 SpecFormer-CARS + gradient 0.762
🥉 ResNet-CARS + gradient 0.733
1
Benchmarks
0
Public
0
Hidden
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DESI Mass Spectrometry Imaging

DESI Mass Spectrometry Imaging

S → D

Leaderboard

🥇 MSIFormer + gradient 0.773
🥈 DiffusionMSI + gradient 0.768
🥉 MSI-GAN + gradient 0.699
1
Benchmarks
0
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0
Hidden
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FTIR Spectroscopic Imaging

FTIR Spectroscopic Imaging

M → Σ → D

Leaderboard

🥇 PINN-Spectra + gradient 0.708
🥈 Cascade-UNet + gradient 0.657
🥉 SpectraFormer + gradient 0.656
1
Benchmarks
0
Public
0
Hidden
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Laser-Induced Breakdown Spectroscopy (LIBS) Imaging

Laser-Induced Breakdown Spectroscopy (LIBS) Imaging

M → R → D

Leaderboard

🥇 SpectraFormer + gradient 0.717
🥈 DiffusionSpectra + gradient 0.673
🥉 Cascade-UNet + gradient 0.667
1
Benchmarks
0
Public
0
Hidden
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Raman Imaging / Microscopy

Raman Imaging / Microscopy

M → R → D

Leaderboard

🥇 U-Net-Spectra + gradient 0.679
🥈 Cascade-UNet + gradient 0.672
🥉 SpectraFormer + gradient 0.632
1
Benchmarks
0
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0
Hidden
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Secondary Ion Mass Spectrometry (SIMS) Imaging

Secondary Ion Mass Spectrometry (SIMS) Imaging

S → D

Leaderboard

🥇 U-Net-Spectra + gradient 0.660
🥈 PINN-Spectra + gradient 0.648
🥉 CDAE + gradient 0.640
1
Benchmarks
0
Public
0
Hidden
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Stimulated Raman Scattering (SRS) Microscopy

Stimulated Raman Scattering (SRS) Microscopy

M → R → D

Leaderboard

🥇 PINN-Spectra + gradient 0.643
🥈 Cascade-UNet + gradient 0.641
🥉 CDAE + gradient 0.638
1
Benchmarks
0
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0
Hidden
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Experimental Science

11 variants

Acoustic Emission Testing (AE)

Acoustic Emission Testing (AE)

P → S → D

Leaderboard

🥇 SwinIR-AE + gradient 0.708
🥈 DiffusionAE + gradient 0.697
🥉 PINN-AE + gradient 0.644
1
Benchmarks
0
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0
Hidden
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Adaptive Optics (AO) Imaging

Adaptive Optics (AO) Imaging

M → C → D

Leaderboard

🥇 AO-ViT + gradient 0.709
🥈 DiffusionAO + gradient 0.674
🥉 AO-Transformer + gradient 0.670
1
Benchmarks
0
Public
0
Hidden
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Bioluminescence Tomography (BLT)

Bioluminescence Tomography (BLT)

Src → R → P → D

Leaderboard

🥇 PhysDiff-BLT + gradient 0.750
🥈 BLT-Former + gradient 0.717
🥉 DiffusionPINN-BLT + gradient 0.697
1
Benchmarks
0
Public
0
Hidden
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Full-Waveform Inversion (FWI)

Full-Waveform Inversion (FWI)

P → D

Leaderboard

🥇 VelocityGAN + gradient 0.665
🥈 InversionNet + gradient 0.638
🥉 TV-Reg FWI + gradient 0.625
1
Benchmarks
0
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0
Hidden
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Gravitational Wave Detection

Gravitational Wave Detection

P → Σ → D

Leaderboard

🥇 WaveFormer + gradient 0.657
🥈 GW-CNN + gradient 0.603
🥉 BayesWave + gradient 0.526
1
Benchmarks
0
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0
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Electrical Impedance Tomography (EIT)

Electrical Impedance Tomography (EIT)

M → D

Leaderboard

🥇 EIT-Former + gradient 0.593
🥈 D-bar CNN + gradient 0.530
🥉 TV-ADMM + gradient 0.485
1
Benchmarks
0
Public
0
Hidden
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Magnetic Particle Imaging (MPI)

Magnetic Particle Imaging (MPI)

M → F → D

Leaderboard

🥇 ScoreExperimental + gradient 0.691
🥈 SwinIR + gradient 0.687
🥉 Domain-Adapted-CNN + gradient 0.671
1
Benchmarks
0
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0
Hidden
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Ocean Acoustic Tomography

Ocean Acoustic Tomography

P → D

Leaderboard

🥇 SwinIR + gradient 0.708
🥈 Domain-Adapted-CNN + gradient 0.698
🥉 ScoreExperimental + gradient 0.689
1
Benchmarks
0
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0
Hidden
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Particle Calorimetry

Particle Calorimetry

R → Σ → D

Leaderboard

🥇 CaloDiffusion + gradient 0.645
🥈 GARFIELD++ + gradient 0.587
🥉 GravNet + gradient 0.553
1
Benchmarks
0
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0
Hidden
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Radio Aperture Synthesis

Radio Aperture Synthesis

F → S → D

Leaderboard

🥇 PRIMO + gradient 0.652
🥈 R2D2 + gradient 0.618
🥉 AIRI + gradient 0.586
1
Benchmarks
0
Public
0
Hidden
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Seismic Tomography

Seismic Tomography

P → D

Leaderboard

🥇 ExpFormer + gradient 0.703
🥈 SwinIR + gradient 0.694
🥉 ScoreExperimental + gradient 0.679
1
Benchmarks
0
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0
Hidden
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Scientific Instrumentation

9 variants

Atom Probe Tomography (APT)

Atom Probe Tomography (APT)

S → D

Leaderboard

🥇 EquivAPT + gradient 0.766
🥈 DiffusionAPT + gradient 0.736
🥉 APT-Former + gradient 0.693
1
Benchmarks
0
Public
0
Hidden
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Cathodoluminescence (CL) Imaging

Cathodoluminescence (CL) Imaging

M → R → D

Leaderboard

🥇 Restormer-CL + gradient 0.802
🥈 PINN-CL + gradient 0.751
🥉 SwinIR-CL + gradient 0.735
1
Benchmarks
0
Public
0
Hidden
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Cryo-EM Single Particle Analysis

Cryo-EM Single Particle Analysis

C → D

Leaderboard

🥇 CryoSTAR + gradient 0.770
🥈 CryoFormer + gradient 0.751
🥉 DiffusionCryo + gradient 0.743
1
Benchmarks
0
Public
0
Hidden
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MALDI Mass Spectrometry Imaging

MALDI Mass Spectrometry Imaging

S → D

Leaderboard

🥇 CalibFormer + gradient 0.727
🥈 MassSpecFormer + gradient 0.595
🥉 Peak Fitting + gradient 0.589
1
Benchmarks
0
Public
0
Hidden
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Neutron Diffraction

Neutron Diffraction

R → S → D

Leaderboard

🥇 DiffFormer + gradient 0.691
🥈 NeutronNet + gradient 0.633
🥉 Le Bail Fit + gradient 0.618
1
Benchmarks
0
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0
Hidden
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Small-Angle X-ray Scattering (SAXS)

Small-Angle X-ray Scattering (SAXS)

R → D

Leaderboard

🥇 ScatterFormer + gradient 0.694
🥈 ScatterNet + gradient 0.646
🥉 McSAS + gradient 0.627
1
Benchmarks
0
Public
0
Hidden
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Wide-Angle X-ray Scattering (WAXS)

Wide-Angle X-ray Scattering (WAXS)

R → D

Leaderboard

🥇 CrystalFormer + gradient 0.681
🥈 Rietveld-WAXS + gradient 0.625
🥉 WAXS-Net + gradient 0.623
1
Benchmarks
0
Public
0
Hidden
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X-ray Crystallography

X-ray Crystallography

F → S → D

Leaderboard

🥇 CrystFormer + gradient 0.676
🥈 DL-Phase + gradient 0.630
🥉 SHELXD + gradient 0.607
1
Benchmarks
0
Public
0
Hidden
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X-ray Fluorescence Tomography

X-ray Fluorescence Tomography

Π → R → D

Leaderboard

🥇 CalibFormer + gradient 0.708
🥈 Instrument-CNN + gradient 0.663
🥉 ResNet-Calib + gradient 0.656
1
Benchmarks
0
Public
0
Hidden
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