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Models/EnhanceNet

EnhanceNet

Reported on 32 benchmarks across 4 tasks · 1 paper · 20 SOTA

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

Computer Vision16 results

Image Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
FID· 2016-12-23
116.38
best: 5.36 (HiFaceGAN)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
Image Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
PSNR· 2016-12-23
23.64
best: 28.65 (HiFaceGAN)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
Image Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
FID· 2016-12-23
19.07
best: 1.978 (HiFaceGAN)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
Image Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
PSNR· 2016-12-23
29.42
best: 34.1 (CAGFace)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
Image Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
SSIM· 2016-12-23
0.832
best: 0.906 (CAGFace)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
3D Object Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
FID· 2016-12-23
116.38
best: 5.36 (HiFaceGAN)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
3D Object Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
PSNR· 2016-12-23
23.64
best: 28.65 (HiFaceGAN)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
3D Object Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
FID· 2016-12-23
19.07
best: 1.978 (HiFaceGAN)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
3D Object Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
PSNR· 2016-12-23
29.42
best: 34.1 (CAGFace)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
3D Object Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
SSIM· 2016-12-23
0.832
best: 0.906 (CAGFace)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
Image Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
MS-SSIM· 2016-12-23
0.897
best: 0.971 (HiFaceGAN)
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
Image Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
SSIM· 2016-12-23
0.701
best: 0.816 (HiFaceGAN)
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
Image Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
MS-SSIM· 2016-12-23
0.934
best: 0.975 (HiFaceGAN)
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
3D Object Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
MS-SSIM· 2016-12-23
0.897
best: 0.971 (HiFaceGAN)
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
3D Object Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
SSIM· 2016-12-23
0.701
best: 0.816 (HiFaceGAN)
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
3D Object Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
MS-SSIM· 2016-12-23
0.934
best: 0.975 (HiFaceGAN)
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919

Graphs8 results

Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
FID· 2016-12-23
116.38
best: 5.36 (HiFaceGAN)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
PSNR· 2016-12-23
23.64
best: 28.65 (HiFaceGAN)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
FID· 2016-12-23
19.07
best: 1.978 (HiFaceGAN)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
PSNR· 2016-12-23
29.42
best: 34.1 (CAGFace)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
SSIM· 2016-12-23
0.832
best: 0.906 (CAGFace)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
MS-SSIM· 2016-12-23
0.897
best: 0.971 (HiFaceGAN)
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
SSIM· 2016-12-23
0.701
best: 0.816 (HiFaceGAN)
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
MS-SSIM· 2016-12-23
0.934
best: 0.975 (HiFaceGAN)
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919

Methodology8 results

16konFFHQ 256 x 256 - 4x upscaling
FID· 2016-12-23
116.38
best: 5.36 (HiFaceGAN)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
16konFFHQ 256 x 256 - 4x upscaling
PSNR· 2016-12-23
23.64
best: 28.65 (HiFaceGAN)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
16konFFHQ 1024 x 1024 - 4x upscaling
FID· 2016-12-23
19.07
best: 1.978 (HiFaceGAN)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
16konFFHQ 1024 x 1024 - 4x upscaling
PSNR· 2016-12-23
29.42
best: 34.1 (CAGFace)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
16konFFHQ 1024 x 1024 - 4x upscaling
SSIM· 2016-12-23
0.832
best: 0.906 (CAGFace)
SOTA
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
16konFFHQ 256 x 256 - 4x upscaling
MS-SSIM· 2016-12-23
0.897
best: 0.971 (HiFaceGAN)
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
16konFFHQ 256 x 256 - 4x upscaling
SSIM· 2016-12-23
0.701
best: 0.816 (HiFaceGAN)
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919
16konFFHQ 1024 x 1024 - 4x upscaling
MS-SSIM· 2016-12-23
0.934
best: 0.975 (HiFaceGAN)
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis arXiv:1612.07919