jdtcc/qualityscaler

QualityScaler - image/video AI upscaler app (BSRGAN)

QualityScaler - image/video AI upscaler app (BSRGAN)

What is QualityScaler?

Qualityscaler is a Windows app that uses BSRGAN Artificial Intelligence to enhance, enlarge and reduce noise in photographs and videos.

Other AI projects.🤓

https://github.com/Djdefrag/RealESRScaler / RealESRScaler - image/video AI upscaler app (Real-ESRGAN)

https://github.com/Djdefrag/FluidFrames.RIFE / FluidFrames.RIFE - video AI interpolation app (RIFE-HDv3)

Citations. ❤

https://80.lv/articles/80-level-digest-great-ai-powered-tools-for-upscaling-images/

https://timesavervfx.com/ai-upscale/

Credits.

BSRGAN - https://github.com/cszn/BSRGAN | https://arxiv.org/abs/2103.14006

How is made. 🛠

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

• AI -> torch / torch-directml
• GUI -> tkinter / tkdnd / sv_ttk
• Image/video -> openCV / moviepy
• Packaging -> pyinstaller
• Miscellaneous -> pywin32 / win32mica

Requirements. 🤓

• Windows 11 / Windows 10
• RAM >= 8Gb
• Directx12 compatible GPU:
  • any AMD >= Radeon HD 7000 series
  • any Intel HD Integrated >= 4th-gen core
  • any NVIDIA >= GTX 600 series

Features.

• Easy to use GUI
• Image/list of images upscale
• Video upscale
• Drag&drop files [image / multiple images / video]
• Automatic image tiling and merging to avoid gpu VRAM limitation
• Resize image/video before upscaling
• Multiple Gpu support
• Compatible images - png, jpeg, bmp, webp, tif
• Compatible video - mp4, wemb, gif, mkv, flv, avi, mov, qt

Next steps. 🤫

• Update 2.0 (now under development)
  • Python 3.11 (expecting ~30% more performance)
  • torch/torch-directml 2.0 (expecting ~30% more performance)
  • a new completely redesigned graphical interface, with many more options for the user
  • upscaling images and videos at once (currently it is possible to upscale a single image, a list of images or a single video)
  • upscale multiple videos at once
• 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)

Known bugs.

• When running QualityScaler as Administrator, drag&drop is not working

Some Example.

Videos

BSRGANx4.mp4

Images