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Models/HiFaceGAN

HiFaceGAN

Reported on 88 benchmarks across 10 tasks · 2 papers · 52 SOTA

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

Computer Vision47 results

Blind Face RestorationonCelebA-HQ
FID· 2021-05-13
56.67
best: 31.72 (GPEN)
SOTA
GAN Prior Embedded Network for Blind Face Restoration in the Wild arXiv:2105.06070
Blind Face RestorationonCelebA-HQ
LPIPS· 2021-05-13
0.392
best: 0.346 (GPEN)
SOTA
GAN Prior Embedded Network for Blind Face Restoration in the Wild arXiv:2105.06070
Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
FID· 2020-05-11
11.389
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
LPIPS· 2020-05-11
0.2449
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
FID· 2020-05-11
5.36
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
MS-SSIM· 2020-05-11
0.971
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
PSNR· 2020-05-11
28.65
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
FID· 2020-05-11
1.898
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
LPIPS· 2020-05-11
0.0723
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
MS-SSIM· 2020-05-11
0.971
best: 0.976 (UNET++)
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
PSNR· 2020-05-11
30.824
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
SSIM· 2020-05-11
0.838
best: 0.859 (UNET++)
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
FID· 2020-05-11
1.978
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
MS-SSIM· 2020-05-11
0.975
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
FID· 2020-05-11
11.389
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
LPIPS· 2020-05-11
0.2449
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
FID· 2020-05-11
5.36
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
MS-SSIM· 2020-05-11
0.971
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
PSNR· 2020-05-11
28.65
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
FID· 2020-05-11
1.898
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
LPIPS· 2020-05-11
0.0723
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
MS-SSIM· 2020-05-11
0.971
best: 0.976 (UNET++)
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
PSNR· 2020-05-11
30.824
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
SSIM· 2020-05-11
0.838
best: 0.859 (UNET++)
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
FID· 2020-05-11
1.978
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
MS-SSIM· 2020-05-11
0.975
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Blind Face RestorationonCelebA-HQ
PSNR· 2021-05-13
21.33
best: 21.7 (GFRNet)
GAN Prior Embedded Network for Blind Face Restoration in the Wild arXiv:2105.06070
Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
NIQE· 2020-05-11
6.767
best: 15.383 (ESRGAN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
SSIM· 2020-05-11
0.816
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
FED· 2020-05-11
0.0716
best: 0.1416 (Super-FAN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
LLE· 2020-05-11
2.071
best: 2.702 (WaveletCNN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
NIQE· 2020-05-11
6.961
best: 13.901 (SRFBN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
PSNR· 2020-05-11
33.04
best: 34.1 (CAGFace)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Image Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
SSIM· 2020-05-11
0.875
best: 0.906 (CAGFace)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
NIQE· 2020-05-11
6.767
best: 15.383 (ESRGAN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Blind Face RestorationonCelebA-Test
Deg.· 2020-05-11
42.18
best: 55.45 (mGANprior)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Blind Face RestorationonCelebA-Test
FID· 2020-05-11
66.09
best: 37.46 (PMRF)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Blind Face RestorationonCelebA-Test
LPIPS· 2020-05-11
47.7
best: 29.9 (CodeFormer)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Blind Face RestorationonCelebA-Test
NIQE· 2020-05-11
4.916
best: 6.422 (mGANprior)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Blind Face RestorationonCelebA-Test
PSNR· 2020-05-11
24.92
best: 26.37 (PMRF)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Blind Face RestorationonCelebA-Test
SSIM· 2020-05-11
0.6195
best: 0.7073 (PMRF)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
SSIM· 2020-05-11
0.816
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
FED· 2020-05-11
0.0716
best: 0.1416 (Super-FAN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
LLE· 2020-05-11
2.071
best: 2.702 (WaveletCNN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
NIQE· 2020-05-11
6.961
best: 13.901 (SRFBN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
PSNR· 2020-05-11
33.04
best: 34.1 (CAGFace)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Object Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
SSIM· 2020-05-11
0.875
best: 0.906 (CAGFace)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005

Methodology19 results

3DonFFHQ 512 x 512 - 16x upscaling
FID· 2020-05-11
11.389
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3DonFFHQ 512 x 512 - 16x upscaling
LPIPS· 2020-05-11
0.2449
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 256 x 256 - 4x upscaling
FID· 2020-05-11
5.36
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 256 x 256 - 4x upscaling
MS-SSIM· 2020-05-11
0.971
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 256 x 256 - 4x upscaling
PSNR· 2020-05-11
28.65
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 512 x 512 - 4x upscaling
FID· 2020-05-11
1.898
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 512 x 512 - 4x upscaling
LPIPS· 2020-05-11
0.0723
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 512 x 512 - 4x upscaling
MS-SSIM· 2020-05-11
0.971
best: 0.976 (UNET++)
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 512 x 512 - 4x upscaling
PSNR· 2020-05-11
30.824
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 512 x 512 - 4x upscaling
SSIM· 2020-05-11
0.838
best: 0.859 (UNET++)
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 1024 x 1024 - 4x upscaling
FID· 2020-05-11
1.978
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 1024 x 1024 - 4x upscaling
MS-SSIM· 2020-05-11
0.975
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3DonFFHQ 512 x 512 - 16x upscaling
NIQE· 2020-05-11
6.767
best: 15.383 (ESRGAN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 256 x 256 - 4x upscaling
SSIM· 2020-05-11
0.816
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 512 x 512 - 4x upscaling
FED· 2020-05-11
0.0716
best: 0.1416 (Super-FAN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 512 x 512 - 4x upscaling
LLE· 2020-05-11
2.071
best: 2.702 (WaveletCNN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 512 x 512 - 4x upscaling
NIQE· 2020-05-11
6.961
best: 13.901 (SRFBN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 1024 x 1024 - 4x upscaling
PSNR· 2020-05-11
33.04
best: 34.1 (CAGFace)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
16konFFHQ 1024 x 1024 - 4x upscaling
SSIM· 2020-05-11
0.875
best: 0.906 (CAGFace)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005

Graphs16 results

Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
FID· 2020-05-11
5.36
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
MS-SSIM· 2020-05-11
0.971
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
PSNR· 2020-05-11
28.65
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
FID· 2020-05-11
1.898
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
LPIPS· 2020-05-11
0.0723
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
MS-SSIM· 2020-05-11
0.971
best: 0.976 (UNET++)
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
PSNR· 2020-05-11
30.824
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
SSIM· 2020-05-11
0.838
best: 0.859 (UNET++)
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
FID· 2020-05-11
1.978
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
MS-SSIM· 2020-05-11
0.975
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
SSIM· 2020-05-11
0.816
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
FED· 2020-05-11
0.0716
best: 0.1416 (Super-FAN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
LLE· 2020-05-11
2.071
best: 2.702 (WaveletCNN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
NIQE· 2020-05-11
6.961
best: 13.901 (SRFBN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
PSNR· 2020-05-11
33.04
best: 34.1 (CAGFace)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
SSIM· 2020-05-11
0.875
best: 0.906 (CAGFace)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005

Music3 results

Facial Recognition and ModellingonFFHQ 512 x 512 - 16x upscaling
FID· 2020-05-11
11.389
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Facial Recognition and ModellingonFFHQ 512 x 512 - 16x upscaling
LPIPS· 2020-05-11
0.2449
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
Facial Recognition and ModellingonFFHQ 512 x 512 - 16x upscaling
NIQE· 2020-05-11
6.767
best: 15.383 (ESRGAN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005

Medical3 results

3D Face ModellingonFFHQ 512 x 512 - 16x upscaling
FID· 2020-05-11
11.389
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Face ModellingonFFHQ 512 x 512 - 16x upscaling
LPIPS· 2020-05-11
0.2449
SOTA
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005
3D Face ModellingonFFHQ 512 x 512 - 16x upscaling
NIQE· 2020-05-11
6.767
best: 15.383 (ESRGAN)
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment arXiv:2005.05005