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Models/Super-FAN

Super-FAN

Reported on 50 benchmarks across 10 tasks · 2 papers · 25 SOTA

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

Computer Vision25 results

Blind Face RestorationonCelebA-HQ
FID· 2021-05-13
136.83
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
0.616
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· 2017-12-07
63.693
best: 11.389 (HiFaceGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
LPIPS· 2017-12-07
0.4411
best: 0.2449 (HiFaceGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
NIQE· 2017-12-07
7.444
best: 15.383 (ESRGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
FED· 2017-12-07
0.1416
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
LLE· 2017-12-07
2.333
best: 2.702 (WaveletCNN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3D Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
FID· 2017-12-07
63.693
best: 11.389 (HiFaceGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3D Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
LPIPS· 2017-12-07
0.4411
best: 0.2449 (HiFaceGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3D Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
NIQE· 2017-12-07
7.444
best: 15.383 (ESRGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
FED· 2017-12-07
0.1416
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
LLE· 2017-12-07
2.333
best: 2.702 (WaveletCNN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Blind Face RestorationonCelebA-HQ
PSNR· 2021-05-13
21.56
best: 21.7 (GFRNet)
GAN Prior Embedded Network for Blind Face Restoration in the Wild arXiv:2105.06070
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
FID· 2017-12-07
14.811
best: 1.898 (HiFaceGAN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
LPIPS· 2017-12-07
0.2357
best: 0.0723 (HiFaceGAN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
MS-SSIM· 2017-12-07
0.913
best: 0.976 (UNET++)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
NIQE· 2017-12-07
8.719
best: 13.901 (SRFBN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
PSNR· 2017-12-07
25.463
best: 30.824 (HiFaceGAN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
SSIM· 2017-12-07
0.729
best: 0.859 (UNET++)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
FID· 2017-12-07
14.811
best: 1.898 (HiFaceGAN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
LPIPS· 2017-12-07
0.2357
best: 0.0723 (HiFaceGAN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
MS-SSIM· 2017-12-07
0.913
best: 0.976 (UNET++)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
NIQE· 2017-12-07
8.719
best: 13.901 (SRFBN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
PSNR· 2017-12-07
25.463
best: 30.824 (HiFaceGAN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
SSIM· 2017-12-07
0.729
best: 0.859 (UNET++)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765

Methodology11 results

3DonFFHQ 512 x 512 - 16x upscaling
FID· 2017-12-07
63.693
best: 11.389 (HiFaceGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3DonFFHQ 512 x 512 - 16x upscaling
LPIPS· 2017-12-07
0.4411
best: 0.2449 (HiFaceGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3DonFFHQ 512 x 512 - 16x upscaling
NIQE· 2017-12-07
7.444
best: 15.383 (ESRGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
16konFFHQ 512 x 512 - 4x upscaling
FED· 2017-12-07
0.1416
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
16konFFHQ 512 x 512 - 4x upscaling
LLE· 2017-12-07
2.333
best: 2.702 (WaveletCNN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
16konFFHQ 512 x 512 - 4x upscaling
FID· 2017-12-07
14.811
best: 1.898 (HiFaceGAN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
16konFFHQ 512 x 512 - 4x upscaling
LPIPS· 2017-12-07
0.2357
best: 0.0723 (HiFaceGAN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
16konFFHQ 512 x 512 - 4x upscaling
MS-SSIM· 2017-12-07
0.913
best: 0.976 (UNET++)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
16konFFHQ 512 x 512 - 4x upscaling
NIQE· 2017-12-07
8.719
best: 13.901 (SRFBN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
16konFFHQ 512 x 512 - 4x upscaling
PSNR· 2017-12-07
25.463
best: 30.824 (HiFaceGAN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
16konFFHQ 512 x 512 - 4x upscaling
SSIM· 2017-12-07
0.729
best: 0.859 (UNET++)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765

Graphs8 results

Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
FED· 2017-12-07
0.1416
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
LLE· 2017-12-07
2.333
best: 2.702 (WaveletCNN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
FID· 2017-12-07
14.811
best: 1.898 (HiFaceGAN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
LPIPS· 2017-12-07
0.2357
best: 0.0723 (HiFaceGAN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
MS-SSIM· 2017-12-07
0.913
best: 0.976 (UNET++)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
NIQE· 2017-12-07
8.719
best: 13.901 (SRFBN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
PSNR· 2017-12-07
25.463
best: 30.824 (HiFaceGAN)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
SSIM· 2017-12-07
0.729
best: 0.859 (UNET++)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765

Music3 results

Facial Recognition and ModellingonFFHQ 512 x 512 - 16x upscaling
FID· 2017-12-07
63.693
best: 11.389 (HiFaceGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Facial Recognition and ModellingonFFHQ 512 x 512 - 16x upscaling
LPIPS· 2017-12-07
0.4411
best: 0.2449 (HiFaceGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
Facial Recognition and ModellingonFFHQ 512 x 512 - 16x upscaling
NIQE· 2017-12-07
7.444
best: 15.383 (ESRGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765

Medical3 results

3D Face ModellingonFFHQ 512 x 512 - 16x upscaling
FID· 2017-12-07
63.693
best: 11.389 (HiFaceGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3D Face ModellingonFFHQ 512 x 512 - 16x upscaling
LPIPS· 2017-12-07
0.4411
best: 0.2449 (HiFaceGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765
3D Face ModellingonFFHQ 512 x 512 - 16x upscaling
NIQE· 2017-12-07
7.444
best: 15.383 (ESRGAN)
SOTA
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs arXiv:1712.02765