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Models/DnCNN-3

DnCNN-3

Reported on 76 benchmarks across 8 tasks · 1 paper · 34 SOTA

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

Computer Vision38 results

Image RestorationonClassic5 (Quality 30 Grayscale)
PSNR· 2016-08-13
32.91
best: 33.8 (Hi-IR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image RestorationonLIVE1 (Quality 40 Grayscale)
PSNR· 2016-08-13
33.96
best: 34.71 (Hi-IR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image RestorationonClassic5 (Quality 40 Grayscale)
PSNR· 2016-08-13
33.77
best: 34.61 (Hi-IR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image RestorationonClassic5 (Quality 20 Grayscale)
PSNR· 2016-08-13
31.63
best: 32.62 (Hi-IR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image RestorationonLIVE1 (Quality 30 Grayscale)
PSNR· 2016-08-13
32.98
best: 33.73 (Hi-IR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image RestorationonClassic5 (Quality 10 Grayscale)
PSNR· 2016-08-13
29.4
best: 30.38 (Hi-IR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
DenoisingonBSD68 sigma15
PSNR· 2016-08-13
31.46
best: 34.01 (RIDNet)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image Super-ResolutiononSet14 - 3x upscaling
PSNR· 2016-08-13
29.81
best: 31.55 (Hi-IR-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image Super-ResolutiononSet14 - 4x upscaling
PSNR· 2016-08-13
28.04
best: 29.54 (DRCT-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2016-08-13
25.2
best: 28.72 (Hi-IR-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2016-08-13
0.7521
best: 0.9481 (SPSR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image Super-ResolutiononUrban100 - 3x upscaling
PSNR· 2016-08-13
27.15
best: 31.07 (Hi-IR-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D Object Super-ResolutiononSet14 - 3x upscaling
PSNR· 2016-08-13
29.81
best: 31.55 (Hi-IR-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D Object Super-ResolutiononSet14 - 4x upscaling
PSNR· 2016-08-13
28.04
best: 29.54 (DRCT-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D Object Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2016-08-13
25.2
best: 28.72 (Hi-IR-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D Object Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2016-08-13
0.7521
best: 0.9481 (SPSR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D Object Super-ResolutiononUrban100 - 3x upscaling
PSNR· 2016-08-13
27.15
best: 31.07 (Hi-IR-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image RestorationonLive1 (Quality 10 Grayscale)
PSNR· 2016-08-13
29.19
best: 29.94 (Hi-IR)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image RestorationonLIVE1 (Quality 20 Grayscale)
PSNR· 2016-08-13
31.59
best: 32.31 (Hi-IR)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
DenoisingonBSD68 sigma25
PSNR· 2016-08-13
29.02
best: 31.37 (RIDNet)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image Super-ResolutiononBSD100 - 2x upscaling
PSNR· 2016-08-13
31.9
best: 33.12 (WaveMixSR-V2)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image Super-ResolutiononSet14 - 2x upscaling
PSNR· 2016-08-13
33.03
best: 35.36 (DRCT-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image Super-ResolutiononSet14 - 4x upscaling
SSIM· 2016-08-13
0.7672
best: 0.894 (Edge-informed SR)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image Super-ResolutiononSet5 - 3x upscaling
PSNR· 2016-08-13
33.75
best: 35.35 (HMA†)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image Super-ResolutiononUrban100 - 2x upscaling
PSNR· 2016-08-13
30.74
best: 35.24 (HMA†)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image Super-ResolutiononSet5 - 2x upscaling
PSNR· 2016-08-13
37.58
best: 39.14 (DRCT-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2016-08-13
27.29
best: 28.16 (DRCT-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2016-08-13
0.7253
best: 0.851 (Edge-informed SR)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Image Super-ResolutiononBSD100 - 3x upscaling
PSNR· 2016-08-13
28.85
best: 29.67 (Hi-IR-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D Object Super-ResolutiononBSD100 - 2x upscaling
PSNR· 2016-08-13
31.9
best: 33.12 (WaveMixSR-V2)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D Object Super-ResolutiononSet14 - 2x upscaling
PSNR· 2016-08-13
33.03
best: 35.36 (DRCT-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D Object Super-ResolutiononSet14 - 4x upscaling
SSIM· 2016-08-13
0.7672
best: 0.894 (Edge-informed SR)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D Object Super-ResolutiononSet5 - 3x upscaling
PSNR· 2016-08-13
33.75
best: 35.35 (HMA†)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D Object Super-ResolutiononUrban100 - 2x upscaling
PSNR· 2016-08-13
30.74
best: 35.24 (HMA†)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D Object Super-ResolutiononSet5 - 2x upscaling
PSNR· 2016-08-13
37.58
best: 39.14 (DRCT-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D Object Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2016-08-13
27.29
best: 28.16 (DRCT-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D Object Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2016-08-13
0.7253
best: 0.851 (Edge-informed SR)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D Object Super-ResolutiononBSD100 - 3x upscaling
PSNR· 2016-08-13
28.85
best: 29.67 (Hi-IR-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981

Graphs14 results

Super-ResolutiononSet14 - 3x upscaling
PSNR· 2016-08-13
29.81
best: 31.55 (Hi-IR-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Super-ResolutiononSet14 - 4x upscaling
PSNR· 2016-08-13
28.04
best: 29.54 (DRCT-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2016-08-13
25.2
best: 28.72 (Hi-IR-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2016-08-13
0.7521
best: 0.9481 (SPSR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Super-ResolutiononUrban100 - 3x upscaling
PSNR· 2016-08-13
27.15
best: 31.07 (Hi-IR-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Super-ResolutiononBSD100 - 2x upscaling
PSNR· 2016-08-13
31.9
best: 33.12 (WaveMixSR-V2)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Super-ResolutiononSet14 - 2x upscaling
PSNR· 2016-08-13
33.03
best: 35.36 (DRCT-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Super-ResolutiononSet14 - 4x upscaling
SSIM· 2016-08-13
0.7672
best: 0.894 (Edge-informed SR)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Super-ResolutiononSet5 - 3x upscaling
PSNR· 2016-08-13
33.75
best: 35.35 (HMA†)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Super-ResolutiononUrban100 - 2x upscaling
PSNR· 2016-08-13
30.74
best: 35.24 (HMA†)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Super-ResolutiononSet5 - 2x upscaling
PSNR· 2016-08-13
37.58
best: 39.14 (DRCT-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2016-08-13
27.29
best: 28.16 (DRCT-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2016-08-13
0.7253
best: 0.851 (Edge-informed SR)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
Super-ResolutiononBSD100 - 3x upscaling
PSNR· 2016-08-13
28.85
best: 29.67 (Hi-IR-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981

Methodology14 results

16konSet14 - 3x upscaling
PSNR· 2016-08-13
29.81
best: 31.55 (Hi-IR-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
16konSet14 - 4x upscaling
PSNR· 2016-08-13
28.04
best: 29.54 (DRCT-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
16konUrban100 - 4x upscaling
PSNR· 2016-08-13
25.2
best: 28.72 (Hi-IR-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
16konUrban100 - 4x upscaling
SSIM· 2016-08-13
0.7521
best: 0.9481 (SPSR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
16konUrban100 - 3x upscaling
PSNR· 2016-08-13
27.15
best: 31.07 (Hi-IR-L)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
16konBSD100 - 2x upscaling
PSNR· 2016-08-13
31.9
best: 33.12 (WaveMixSR-V2)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
16konSet14 - 2x upscaling
PSNR· 2016-08-13
33.03
best: 35.36 (DRCT-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
16konSet14 - 4x upscaling
SSIM· 2016-08-13
0.7672
best: 0.894 (Edge-informed SR)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
16konSet5 - 3x upscaling
PSNR· 2016-08-13
33.75
best: 35.35 (HMA†)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
16konUrban100 - 2x upscaling
PSNR· 2016-08-13
30.74
best: 35.24 (HMA†)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
16konSet5 - 2x upscaling
PSNR· 2016-08-13
37.58
best: 39.14 (DRCT-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
16konBSD100 - 4x upscaling
PSNR· 2016-08-13
27.29
best: 28.16 (DRCT-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
16konBSD100 - 4x upscaling
SSIM· 2016-08-13
0.7253
best: 0.851 (Edge-informed SR)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
16konBSD100 - 3x upscaling
PSNR· 2016-08-13
28.85
best: 29.67 (Hi-IR-L)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981

Audio8 results

10-shot image generationonClassic5 (Quality 30 Grayscale)
PSNR· 2016-08-13
32.91
best: 33.8 (Hi-IR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
10-shot image generationonLIVE1 (Quality 40 Grayscale)
PSNR· 2016-08-13
33.96
best: 34.71 (Hi-IR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
10-shot image generationonClassic5 (Quality 40 Grayscale)
PSNR· 2016-08-13
33.77
best: 34.61 (Hi-IR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
10-shot image generationonClassic5 (Quality 20 Grayscale)
PSNR· 2016-08-13
31.63
best: 32.62 (Hi-IR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
10-shot image generationonLIVE1 (Quality 30 Grayscale)
PSNR· 2016-08-13
32.98
best: 33.73 (Hi-IR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
10-shot image generationonClassic5 (Quality 10 Grayscale)
PSNR· 2016-08-13
29.4
best: 30.38 (Hi-IR)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
10-shot image generationonLive1 (Quality 10 Grayscale)
PSNR· 2016-08-13
29.19
best: 29.94 (Hi-IR)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
10-shot image generationonLIVE1 (Quality 20 Grayscale)
PSNR· 2016-08-13
31.59
best: 32.31 (Hi-IR)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981

Adversarial2 results

3D ArchitectureonBSD68 sigma15
PSNR· 2016-08-13
31.46
best: 34.01 (RIDNet)
SOTA
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981
3D ArchitectureonBSD68 sigma25
PSNR· 2016-08-13
29.02
best: 31.37 (RIDNet)
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising arXiv:1608.03981