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Models/BRGM

BRGM

Reported on 22 benchmarks across 9 tasks · 1 paper · 14 SOTA

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

Computer Vision10 results

Image InpaintingonFFHQ 1024 x 1024
LPIPS· 2020-12-08
0.19
SOTA
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
Image InpaintingonFFHQ 1024 x 1024
PSNR· 2020-12-08
21.33
SOTA
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
Image InpaintingonFFHQ 1024 x 1024
RMSE· 2020-12-08
24.28
SOTA
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
Image InpaintingonFFHQ 1024 x 1024
SSIM· 2020-12-08
0.84
SOTA
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
DenoisingonFFHQ 64x64 - 4x upscaling
LPIPS· 2020-12-08
0.24
SOTA
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
DenoisingonFFHQ
LPIPS· 2020-12-08
0.24
SOTA
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
Image Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
PSNR· 2020-12-08
24.16
best: 28.65 (HiFaceGAN)
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
Image Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
SSIM· 2020-12-08
0.7
best: 0.816 (HiFaceGAN)
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
3D Object Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
PSNR· 2020-12-08
24.16
best: 28.65 (HiFaceGAN)
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
3D Object Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
SSIM· 2020-12-08
0.7
best: 0.816 (HiFaceGAN)
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567

Medical6 results

Image GenerationonFFHQ 1024 x 1024
LPIPS· 2020-12-08
0.19
SOTA
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
Image GenerationonFFHQ 1024 x 1024
PSNR· 2020-12-08
21.33
SOTA
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
Image GenerationonFFHQ 1024 x 1024
RMSE· 2020-12-08
24.28
SOTA
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
Image GenerationonFFHQ 1024 x 1024
SSIM· 2020-12-08
0.84
SOTA
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
Image DenoisingonFFHQ 64x64 - 4x upscaling
LPIPS· 2020-12-08
0.24
SOTA
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
Image DenoisingonFFHQ
LPIPS· 2020-12-08
0.24
SOTA
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567

Adversarial2 results

3D ArchitectureonFFHQ 64x64 - 4x upscaling
LPIPS· 2020-12-08
0.24
SOTA
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
3D ArchitectureonFFHQ
LPIPS· 2020-12-08
0.24
SOTA
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567

Graphs2 results

Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
PSNR· 2020-12-08
24.16
best: 28.65 (HiFaceGAN)
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
SSIM· 2020-12-08
0.7
best: 0.816 (HiFaceGAN)
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567

Methodology2 results

16konFFHQ 256 x 256 - 4x upscaling
PSNR· 2020-12-08
24.16
best: 28.65 (HiFaceGAN)
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567
16konFFHQ 256 x 256 - 4x upscaling
SSIM· 2020-12-08
0.7
best: 0.816 (HiFaceGAN)
Bayesian Image Reconstruction using Deep Generative Models arXiv:2012.04567