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QualityScaler - image/video AI upscaler app


What is QualityScaler?

Qualityscaler is a Windows app powered by AI to enhance, enlarge and reduce noise in photographs and videos.

Other AI projects.๐Ÿค“

Citations. โค

Credits.

How is made. ๐Ÿ› 

QualityScaler is completely written in Python, from backend to frontend. External packages are:

  • AI -> torch / torch-directml
  • GUI -> customtkinter
  • Image/video -> openCV / moviepy
  • Packaging -> pyinstaller / upx

Requirements. ๐Ÿค“

  • Windows 11 / Windows 10
  • RAM >= 8Gb
  • Any Directx12 compatible GPU with >= 4GB VRAM

Features.

  • Easy to use GUI
  • Images and Videos upscale
  • Multiple AI models
  • Automatic image tiling and merging to avoid gpu VRAM limitation
  • Resize image/video before AI upscaling
  • Interpolation between the original and upscaled image/video
  • Multiple Gpu support
  • Compatible images - png, jpeg, bmp, webp, tif
  • Compatible video - mp4, wemb, gif, mkv, flv, avi, mov, qt

Next steps. ๐Ÿคซ

  • 1.X versions
    • Switch to Pytorch-directml to support all Directx12 compatible gpu (AMD, Intel, Nvidia)
    • New GUI with Windows 11 style
    • Include audio for upscaled video
    • Optimizing video frame resize and extraction speed
    • Multi GPU support (for pc with double GPU, integrated + dedicated)
    • Python 3.10 (expecting ~10% more performance)
  • 2.X versions (now under development)
    • New, completely redesigned graphical interface based on @customtkinter
    • Upscaling images and videos at once (currently it is possible to upscale images or single video)
    • Upscale multiple videos at once
    • Choose upscaled video extension
    • Interpolation between the original and upscaled image/video
    • Show the remaining time to complete video upscaling
    • Metadata extraction and application from original file to upscaled file (via exiftool)
    • Python 3.11 (expecting ~30% more performance)
    • Torch/torch-directml 2.0 (expecting ~20% more performance)

Some Example.

Videos

original

BSRGANx4.mp4

Images

test

ORIGINAL

Bsrgan x4

Bsrgan x4 (2)

Bsrgan x4 (3)

Bsrgan x4

qualityscaler's People

Contributors

djdefrag avatar

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