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Models/Deep CNN Denoiser

Deep CNN Denoiser

Reported on 30 benchmarks across 6 tasks · 1 paper · 10 SOTA

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

Computer Vision17 results

DenoisingonBSD68 sigma15
PSNR· 2017-04-11
33.86
best: 34.01 (RIDNet)
SOTA
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
DenoisingonBSD68 sigma35
PSNR· 2017-04-11
29.5
SOTA
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
DenoisingonBSD68 sigma5
PSNR· 2017-04-11
40.36
SOTA
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
DenoisingonBSD68 sigma25
PSNR· 2017-04-11
31.16
best: 31.37 (RIDNet)
SOTA
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
DenoisingonBSD68 sigma50
PSNR· 2017-04-11
26.19
best: 30.08 (MaIR+)
SOTA
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
DenoisingonBSD68 sigma15
PSNR· 2017-04-11
31.63
best: 34.01 (RIDNet)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
DenoisingonBSD68 sigma25
PSNR· 2017-04-11
29.15
best: 31.37 (RIDNet)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
Image Super-ResolutiononSet14 - 3x upscaling
PSNR· 2017-04-11
27.72
best: 31.55 (Hi-IR-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
Image Super-ResolutiononSet14 - 2x upscaling
PSNR· 2017-04-11
30.79
best: 35.36 (DRCT-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
Image Super-ResolutiononSet14 - 4x upscaling
PSNR· 2017-04-11
27.59
best: 29.54 (DRCT-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
Image Super-ResolutiononSet5 - 3x upscaling
PSNR· 2017-04-11
31.26
best: 35.35 (HMA†)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
Image Super-ResolutiononSet5 - 2x upscaling
PSNR· 2017-04-11
35.05
best: 39.14 (DRCT-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
3D Object Super-ResolutiononSet14 - 3x upscaling
PSNR· 2017-04-11
27.72
best: 31.55 (Hi-IR-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
3D Object Super-ResolutiononSet14 - 2x upscaling
PSNR· 2017-04-11
30.79
best: 35.36 (DRCT-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
3D Object Super-ResolutiononSet14 - 4x upscaling
PSNR· 2017-04-11
27.59
best: 29.54 (DRCT-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
3D Object Super-ResolutiononSet5 - 3x upscaling
PSNR· 2017-04-11
31.26
best: 35.35 (HMA†)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
3D Object Super-ResolutiononSet5 - 2x upscaling
PSNR· 2017-04-11
35.05
best: 39.14 (DRCT-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264

Adversarial7 results

3D ArchitectureonBSD68 sigma15
PSNR· 2017-04-11
33.86
best: 34.01 (RIDNet)
SOTA
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
3D ArchitectureonBSD68 sigma35
PSNR· 2017-04-11
29.5
SOTA
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
3D ArchitectureonBSD68 sigma5
PSNR· 2017-04-11
40.36
SOTA
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
3D ArchitectureonBSD68 sigma25
PSNR· 2017-04-11
31.16
best: 31.37 (RIDNet)
SOTA
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
3D ArchitectureonBSD68 sigma50
PSNR· 2017-04-11
26.19
best: 30.08 (MaIR+)
SOTA
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
3D ArchitectureonBSD68 sigma15
PSNR· 2017-04-11
31.63
best: 34.01 (RIDNet)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
3D ArchitectureonBSD68 sigma25
PSNR· 2017-04-11
29.15
best: 31.37 (RIDNet)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264

Graphs5 results

Super-ResolutiononSet14 - 3x upscaling
PSNR· 2017-04-11
27.72
best: 31.55 (Hi-IR-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
Super-ResolutiononSet14 - 2x upscaling
PSNR· 2017-04-11
30.79
best: 35.36 (DRCT-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
Super-ResolutiononSet14 - 4x upscaling
PSNR· 2017-04-11
27.59
best: 29.54 (DRCT-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
Super-ResolutiononSet5 - 3x upscaling
PSNR· 2017-04-11
31.26
best: 35.35 (HMA†)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
Super-ResolutiononSet5 - 2x upscaling
PSNR· 2017-04-11
35.05
best: 39.14 (DRCT-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264

Methodology5 results

16konSet14 - 3x upscaling
PSNR· 2017-04-11
27.72
best: 31.55 (Hi-IR-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
16konSet14 - 2x upscaling
PSNR· 2017-04-11
30.79
best: 35.36 (DRCT-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
16konSet14 - 4x upscaling
PSNR· 2017-04-11
27.59
best: 29.54 (DRCT-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
16konSet5 - 3x upscaling
PSNR· 2017-04-11
31.26
best: 35.35 (HMA†)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264
16konSet5 - 2x upscaling
PSNR· 2017-04-11
35.05
best: 39.14 (DRCT-L)
Learning Deep CNN Denoiser Prior for Image Restoration arXiv:1704.03264