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Models/N3Net

N3Net

Reported on 28 benchmarks across 6 tasks · 1 paper · 8 SOTA

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

Computer Vision14 results

DenoisingonUrban100 sigma25
SSIM· 2018-10-30
0.892
SOTA
Neural Nearest Neighbors Networks arXiv:1810.12575
DenoisingonBSD68 sigma70
PSNR· 2018-10-30
25.14
best: 26.88 (Residual Dense Network +)
SOTA
Neural Nearest Neighbors Networks arXiv:1810.12575
DenoisingonUrban100 sigma70
PSNR· 2018-10-30
25.15
best: 27.74 (Residual Dense Network +)
SOTA
Neural Nearest Neighbors Networks arXiv:1810.12575
DenoisingonSet12 sigma70
PSNR· 2018-10-30
25.9
SOTA
Neural Nearest Neighbors Networks arXiv:1810.12575
DenoisingonUrban100 sigma25
PSNR· 2018-10-30
30.19
best: 33.34 (Hi-IR)
Neural Nearest Neighbors Networks arXiv:1810.12575
DenoisingonSet12 sigma50
PSNR· 2018-10-30
27.43
best: 28.15 (Hi-IR)
Neural Nearest Neighbors Networks arXiv:1810.12575
DenoisingonUrban100 sigma50
PSNR· 2018-10-30
26.82
best: 30.59 (Hi-IR)
Neural Nearest Neighbors Networks arXiv:1810.12575
DenoisingonBSD68 sigma25
PSNR· 2018-10-30
29.3
best: 31.37 (RIDNet)
Neural Nearest Neighbors Networks arXiv:1810.12575
DenoisingonSet12 sigma25
PSNR· 2018-10-30
30.55
best: 31.19 (Hi-IR)
Neural Nearest Neighbors Networks arXiv:1810.12575
DenoisingonBSD68 sigma50
PSNR· 2018-10-30
26.39
best: 30.08 (MaIR+)
Neural Nearest Neighbors Networks arXiv:1810.12575
Image Super-ResolutiononSet5 - 3x upscaling
PSNR· 2018-10-30
33.84
best: 35.35 (HMA†)
Neural Nearest Neighbors Networks arXiv:1810.12575
Image Super-ResolutiononSet5 - 2x upscaling
PSNR· 2018-10-30
37.57
best: 39.14 (DRCT-L)
Neural Nearest Neighbors Networks arXiv:1810.12575
3D Object Super-ResolutiononSet5 - 3x upscaling
PSNR· 2018-10-30
33.84
best: 35.35 (HMA†)
Neural Nearest Neighbors Networks arXiv:1810.12575
3D Object Super-ResolutiononSet5 - 2x upscaling
PSNR· 2018-10-30
37.57
best: 39.14 (DRCT-L)
Neural Nearest Neighbors Networks arXiv:1810.12575

Adversarial10 results

3D ArchitectureonUrban100 sigma25
SSIM· 2018-10-30
0.892
SOTA
Neural Nearest Neighbors Networks arXiv:1810.12575
3D ArchitectureonBSD68 sigma70
PSNR· 2018-10-30
25.14
best: 26.88 (Residual Dense Network +)
SOTA
Neural Nearest Neighbors Networks arXiv:1810.12575
3D ArchitectureonUrban100 sigma70
PSNR· 2018-10-30
25.15
best: 27.74 (Residual Dense Network +)
SOTA
Neural Nearest Neighbors Networks arXiv:1810.12575
3D ArchitectureonSet12 sigma70
PSNR· 2018-10-30
25.9
SOTA
Neural Nearest Neighbors Networks arXiv:1810.12575
3D ArchitectureonUrban100 sigma25
PSNR· 2018-10-30
30.19
best: 33.34 (Hi-IR)
Neural Nearest Neighbors Networks arXiv:1810.12575
3D ArchitectureonSet12 sigma50
PSNR· 2018-10-30
27.43
best: 28.15 (Hi-IR)
Neural Nearest Neighbors Networks arXiv:1810.12575
3D ArchitectureonUrban100 sigma50
PSNR· 2018-10-30
26.82
best: 30.59 (Hi-IR)
Neural Nearest Neighbors Networks arXiv:1810.12575
3D ArchitectureonBSD68 sigma25
PSNR· 2018-10-30
29.3
best: 31.37 (RIDNet)
Neural Nearest Neighbors Networks arXiv:1810.12575
3D ArchitectureonSet12 sigma25
PSNR· 2018-10-30
30.55
best: 31.19 (Hi-IR)
Neural Nearest Neighbors Networks arXiv:1810.12575
3D ArchitectureonBSD68 sigma50
PSNR· 2018-10-30
26.39
best: 30.08 (MaIR+)
Neural Nearest Neighbors Networks arXiv:1810.12575

Graphs2 results

Super-ResolutiononSet5 - 3x upscaling
PSNR· 2018-10-30
33.84
best: 35.35 (HMA†)
Neural Nearest Neighbors Networks arXiv:1810.12575
Super-ResolutiononSet5 - 2x upscaling
PSNR· 2018-10-30
37.57
best: 39.14 (DRCT-L)
Neural Nearest Neighbors Networks arXiv:1810.12575

Methodology2 results

16konSet5 - 3x upscaling
PSNR· 2018-10-30
33.84
best: 35.35 (HMA†)
Neural Nearest Neighbors Networks arXiv:1810.12575
16konSet5 - 2x upscaling
PSNR· 2018-10-30
37.57
best: 39.14 (DRCT-L)
Neural Nearest Neighbors Networks arXiv:1810.12575