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Models/DnCNN

DnCNN

Reported on 10 benchmarks across 2 tasks · 2 papers · 10 SOTA

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

Computer Vision5 results

DenoisingonCBSD68 sigma50
PSNR· 2016-11-19
28.01
best: 29.39 (IPT)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
Denoisingonurban100 sigma15
Average PSNR· 2016-08-13
32.98
best: 35.64 (AKDT)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
DenoisingonUrban100 sigma25
PSNR· 2016-08-13
29.97
best: 33.34 (Hi-IR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
DenoisingonUrban100 sigma15
PSNR· 2016-08-13
32.67
best: 33.79 (Restormer)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
DenoisingonBSD68 sigma25
PSNR· 2016-08-13
29.23
best: 31.37 (RIDNet)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981

Adversarial5 results

3D ArchitectureonCBSD68 sigma50
PSNR· 2016-11-19
28.01
best: 29.39 (IPT)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
3D Architectureonurban100 sigma15
Average PSNR· 2016-08-13
32.98
best: 35.64 (AKDT)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D ArchitectureonUrban100 sigma25
PSNR· 2016-08-13
29.97
best: 33.34 (Hi-IR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D ArchitectureonUrban100 sigma15
PSNR· 2016-08-13
32.67
best: 33.79 (Restormer)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D ArchitectureonBSD68 sigma25
PSNR· 2016-08-13
29.23
best: 31.37 (RIDNet)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981