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Upscalers Evaluation

Upscalers as Enhancer

  • Upscale Four Times with Model
  • Downscale 0.25 Times with Lanczos
FAST MODELS SHARPNESS TEXTURE DETAIL DENOISE DEBLUR EXTRA DETAIL FIDELITY COLOR FIDELITY
Pixelmator + +++ +++ +++ +++
LSDIR-Compact-C3 + ++ ++ + +++ ++
LSDIR-Compact-N3 + +++ +++ +++ +++
RealESR-Anime ++ + ++ +++ ++ ++ ++
RealESRGAN-V3 ++ ++ + ++ + ++ +
RealESRGAN-WDN +++ + + +++ ++ + +
NORMAL MODELS SHARPNESS TEXTURE DETAIL DENOISE DEBLUR EXTRA DETAIL FIDELITY COLOR FIDELITY
ESRGAN + +++ +++ +++ ++
LSDIR-Plus-C ++ ++ + + +++ +
LSDIR-Plus-N ++ ++ + +++ +++
LSDIR + ++ ++ + +++ +
NMKD-Siax ++ +++ +++ + +++ +
RealESRNET +++ +++ +++ ++ +++ ++ +++
Remacri ++ +++ +++ + + +++ +
UltraSharp ++ +++ +++ + + ++ ++

Upscalers at Two Times

  • Downscale 0.5 Times with Lanczos
  • Upscale Four Times with Model
  • Downscale 0.5 Times with Lanczos
FAST MODELS SHARPNESS TEXTURE DETAIL DENOISE DEBLUR EXTRA DETAIL FIDELITY COLOR FIDELITY
Pixelmator + +++ +++ +++ +++
LSDIR-Compact-C3 ++ ++ ++ + +++ ++
LSDIR-Compact-N3 ++ +++ +++ +++ +++
RealESR-Anime + + ++ +++ + ++ ++
RealESRGAN-V3 +++ ++ + ++ ++ + +
RealESRGAN-WDN +++ + + +++ +++ + +
NORMAL MODELS SHARPNESS TEXTURE DETAIL DENOISE DEBLUR EXTRA DETAIL FIDELITY COLOR FIDELITY
ESRGAN + +++ +++ +++ ++
LSDIR-Plus-C ++ ++ + + +++ +
LSDIR-Plus-N ++ +++ ++ +++ +++
LSDIR + ++ ++ + +++ +
NMKD-Siax ++ +++ +++ + +++ +
RealESRNET ++ ++ +++ ++ ++ ++ +++
Remacri +++ ++ +++ ++ + +++ +
UltraSharp +++ +++ +++ ++ +++ ++ + ++

Upscalers at Four Times

  • Downscale 0.25 Times with Lanczos
  • Upscale Four Times with Model
FAST MODELS SHARPNESS TEXTURE DETAIL DENOISE DEBLUR EXTRA DETAIL FIDELITY COLOR FIDELITY
Pixelmator + +++ + +++ +++
LSDIR-Compact-C3 ++ ++ ++ ++ + ++ ++
LSDIR-Compact-N3 ++ ++ +++ + + +++ +++
RealESR-Anime + +++ ++ ++
RealESRGAN-V3 ++ + ++ ++ ++ + + +
RealESRGAN-WDN + + +++ ++ + + +
NORMAL MODELS SHARPNESS TEXTURE DETAIL DENOISE DEBLUR EXTRA DETAIL FIDELITY COLOR FIDELITY
ESRGAN ++ +++ +++ +++ ++
LSDIR-Plus-C ++ + ++ + + ++ +
LSDIR-Plus-N +++ ++ ++ + ++ +++
LSDIR ++ ++ ++ + ++ +
NMKD-Siax +++ +++ +++ +++ ++ + +
RealESRNET + ++ ++ ++ + + +++
Remacri +++ + +++ ++ ++ ++ + +
UltraSharp ++ ++ +++ ++ +++ +++ ++