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Models/TNRD

TNRD

Reported on 16 benchmarks across 6 tasks · 1 paper · 16 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision8 results

DenoisingonDarmstadt Noise Dataset
PSNR· 2015-08-12
33.65
best: 81 (SINDy)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848
DenoisingonDarmstadt Noise Dataset
PSNR (sRGB)· 2015-08-12
33.65
best: 40.35 (Image Unprocessing)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848
DenoisingonDarmstadt Noise Dataset
SSIM (sRGB)· 2015-08-12
0.8306
best: 0.9641 (Image Unprocessing)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848
DenoisingonUrban100 sigma15
PSNR· 2015-08-12
31.98
best: 33.79 (Restormer)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848
DenoisingonBSD68 sigma15
PSNR· 2015-08-12
31.42
best: 34.01 (RIDNet)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848
DenoisingonBSD68 sigma25
PSNR· 2015-08-12
28.92
best: 31.37 (RIDNet)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848
Image Super-ResolutiononSet14 - 4x upscaling
PSNR· 2015-08-12
27.68
best: 29.54 (DRCT-L)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848
3D Object Super-ResolutiononSet14 - 4x upscaling
PSNR· 2015-08-12
27.68
best: 29.54 (DRCT-L)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848

Adversarial6 results

3D ArchitectureonDarmstadt Noise Dataset
PSNR· 2015-08-12
33.65
best: 81 (SINDy)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848
3D ArchitectureonDarmstadt Noise Dataset
PSNR (sRGB)· 2015-08-12
33.65
best: 40.35 (Image Unprocessing)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848
3D ArchitectureonDarmstadt Noise Dataset
SSIM (sRGB)· 2015-08-12
0.8306
best: 0.9641 (Image Unprocessing)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848
3D ArchitectureonUrban100 sigma15
PSNR· 2015-08-12
31.98
best: 33.79 (Restormer)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848
3D ArchitectureonBSD68 sigma15
PSNR· 2015-08-12
31.42
best: 34.01 (RIDNet)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848
3D ArchitectureonBSD68 sigma25
PSNR· 2015-08-12
28.92
best: 31.37 (RIDNet)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848

Graphs1 result

Super-ResolutiononSet14 - 4x upscaling
PSNR· 2015-08-12
27.68
best: 29.54 (DRCT-L)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848

Methodology1 result

16konSet14 - 4x upscaling
PSNR· 2015-08-12
27.68
best: 29.54 (DRCT-L)
SOTA
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration arXiv:1508.02848