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Models/SRGAN + Residual-in-Residual Dense Block

SRGAN + Residual-in-Residual Dense Block

Reported on 32 benchmarks across 4 tasks · 1 paper · 24 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-ResolutiononSet14 - 4x upscaling
PSNR· 2018-09-01
28.99
best: 29.54 (DRCT-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
Image Super-ResolutiononManga109 - 4x upscaling
PSNR· 2018-09-01
31.66
best: 33.19 (HMA†)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
Image Super-ResolutiononManga109 - 4x upscaling
SSIM· 2018-09-01
0.9196
best: 0.9366 (Hi-IR-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
Image Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2018-09-01
27.03
best: 28.72 (Hi-IR-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
Image Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2018-09-01
0.8153
best: 0.9481 (SPSR)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
Image Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2018-09-01
27.85
best: 28.16 (DRCT-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
3D Object Super-ResolutiononSet14 - 4x upscaling
PSNR· 2018-09-01
28.99
best: 29.54 (DRCT-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
3D Object Super-ResolutiononManga109 - 4x upscaling
PSNR· 2018-09-01
31.66
best: 33.19 (HMA†)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
3D Object Super-ResolutiononManga109 - 4x upscaling
SSIM· 2018-09-01
0.9196
best: 0.9366 (Hi-IR-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
3D Object Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2018-09-01
27.03
best: 28.72 (Hi-IR-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
3D Object Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2018-09-01
0.8153
best: 0.9481 (SPSR)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
3D Object Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2018-09-01
27.85
best: 28.16 (DRCT-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
Image Super-ResolutiononSet14 - 4x upscaling
SSIM· 2018-09-01
0.7917
best: 0.894 (Edge-informed SR)
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
Image Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2018-09-01
0.7455
best: 0.851 (Edge-informed SR)
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
3D Object Super-ResolutiononSet14 - 4x upscaling
SSIM· 2018-09-01
0.7917
best: 0.894 (Edge-informed SR)
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
3D Object Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2018-09-01
0.7455
best: 0.851 (Edge-informed SR)
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219

Graphs8 results

Super-ResolutiononSet14 - 4x upscaling
PSNR· 2018-09-01
28.99
best: 29.54 (DRCT-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
Super-ResolutiononManga109 - 4x upscaling
PSNR· 2018-09-01
31.66
best: 33.19 (HMA†)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
Super-ResolutiononManga109 - 4x upscaling
SSIM· 2018-09-01
0.9196
best: 0.9366 (Hi-IR-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2018-09-01
27.03
best: 28.72 (Hi-IR-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2018-09-01
0.8153
best: 0.9481 (SPSR)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2018-09-01
27.85
best: 28.16 (DRCT-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
Super-ResolutiononSet14 - 4x upscaling
SSIM· 2018-09-01
0.7917
best: 0.894 (Edge-informed SR)
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2018-09-01
0.7455
best: 0.851 (Edge-informed SR)
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219

Methodology8 results

16konSet14 - 4x upscaling
PSNR· 2018-09-01
28.99
best: 29.54 (DRCT-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
16konManga109 - 4x upscaling
PSNR· 2018-09-01
31.66
best: 33.19 (HMA†)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
16konManga109 - 4x upscaling
SSIM· 2018-09-01
0.9196
best: 0.9366 (Hi-IR-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
16konUrban100 - 4x upscaling
PSNR· 2018-09-01
27.03
best: 28.72 (Hi-IR-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
16konUrban100 - 4x upscaling
SSIM· 2018-09-01
0.8153
best: 0.9481 (SPSR)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
16konBSD100 - 4x upscaling
PSNR· 2018-09-01
27.85
best: 28.16 (DRCT-L)
SOTA
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
16konSet14 - 4x upscaling
SSIM· 2018-09-01
0.7917
best: 0.894 (Edge-informed SR)
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219
16konBSD100 - 4x upscaling
SSIM· 2018-09-01
0.7455
best: 0.851 (Edge-informed SR)
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks arXiv:1809.00219