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Models/RealEsrgan-F

RealEsrgan-F

Reported on 33 benchmarks across 11 tasks · 1 paper

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

Computer Vision15 results

3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
LPIPS· 2021-07-22
0.185
best: 0.177 (BSRGAN)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
PSNR· 2021-07-22
28.82
best: 31.28 (VEAI-AHQ-12)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
SSIM· 2021-07-22
0.85
best: 0.939 (iSeeBetter)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
VideoonMSU Video Upscalers: Quality Enhancement
LPIPS· 2021-07-22
0.185
best: 0.177 (BSRGAN)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
VideoonMSU Video Upscalers: Quality Enhancement
PSNR· 2021-07-22
28.82
best: 31.28 (VEAI-AHQ-12)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
VideoonMSU Video Upscalers: Quality Enhancement
SSIM· 2021-07-22
0.85
best: 0.939 (iSeeBetter)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
Pose EstimationonMSU Video Upscalers: Quality Enhancement
LPIPS· 2021-07-22
0.185
best: 0.177 (BSRGAN)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
Pose EstimationonMSU Video Upscalers: Quality Enhancement
PSNR· 2021-07-22
28.82
best: 31.28 (VEAI-AHQ-12)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
Pose EstimationonMSU Video Upscalers: Quality Enhancement
SSIM· 2021-07-22
0.85
best: 0.939 (iSeeBetter)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
LPIPS· 2021-07-22
0.185
best: 0.177 (BSRGAN)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
PSNR· 2021-07-22
28.82
best: 31.28 (VEAI-AHQ-12)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
SSIM· 2021-07-22
0.85
best: 0.939 (iSeeBetter)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
LPIPS· 2021-07-22
0.185
best: 0.177 (BSRGAN)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
PSNR· 2021-07-22
28.82
best: 31.28 (VEAI-AHQ-12)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
SSIM· 2021-07-22
0.85
best: 0.939 (iSeeBetter)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833

Knowledge Base6 results

2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
LPIPS· 2021-07-22
0.185
best: 0.177 (BSRGAN)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
PSNR· 2021-07-22
28.82
best: 31.28 (VEAI-AHQ-12)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
SSIM· 2021-07-22
0.85
best: 0.939 (iSeeBetter)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
LPIPS· 2021-07-22
0.185
best: 0.177 (BSRGAN)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
PSNR· 2021-07-22
28.82
best: 31.28 (VEAI-AHQ-12)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
SSIM· 2021-07-22
0.85
best: 0.939 (iSeeBetter)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833

Graphs3 results

Super-ResolutiononMSU Video Upscalers: Quality Enhancement
LPIPS· 2021-07-22
0.185
best: 0.177 (BSRGAN)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
Super-ResolutiononMSU Video Upscalers: Quality Enhancement
PSNR· 2021-07-22
28.82
best: 31.28 (VEAI-AHQ-12)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
Super-ResolutiononMSU Video Upscalers: Quality Enhancement
SSIM· 2021-07-22
0.85
best: 0.939 (iSeeBetter)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833

Methodology3 results

3DonMSU Video Upscalers: Quality Enhancement
LPIPS· 2021-07-22
0.185
best: 0.177 (BSRGAN)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
3DonMSU Video Upscalers: Quality Enhancement
PSNR· 2021-07-22
28.82
best: 31.28 (VEAI-AHQ-12)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
3DonMSU Video Upscalers: Quality Enhancement
SSIM· 2021-07-22
0.85
best: 0.939 (iSeeBetter)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833

Playing Games3 results

3D Face AnimationonMSU Video Upscalers: Quality Enhancement
LPIPS· 2021-07-22
0.185
best: 0.177 (BSRGAN)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
3D Face AnimationonMSU Video Upscalers: Quality Enhancement
PSNR· 2021-07-22
28.82
best: 31.28 (VEAI-AHQ-12)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
3D Face AnimationonMSU Video Upscalers: Quality Enhancement
SSIM· 2021-07-22
0.85
best: 0.939 (iSeeBetter)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833

Audio3 results

1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
LPIPS· 2021-07-22
0.185
best: 0.177 (BSRGAN)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
PSNR· 2021-07-22
28.82
best: 31.28 (VEAI-AHQ-12)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833
1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
SSIM· 2021-07-22
0.85
best: 0.939 (iSeeBetter)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data arXiv:2107.10833