Djdefrag/QualityScaler

Health v2 · maintenance only

Adoption not part of the score

3138 stars · 253 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

QualityScaler is a Windows GUI application that uses AI deep-learning models to upscale, enhance, and de-noise images and videos. It is written entirely in Python using PyTorch, ONNX Runtime with DirectML, and OpenCV, supporting AMD, Intel, and NVIDIA GPUs.

Use cases

• upscale low-resolution photos with AI
• enhance and denoise old videos
• remove compression artifacts from images
• upscale anime and manga images
• AI super-resolution on Windows without NVIDIA-specific setup
• sharpen blurry video footage

When to choose

• you need a ready-to-use Windows GUI for AI image/video upscaling
• you have an AMD or Intel GPU since it uses DirectML rather than CUDA-only
• you want to upscale anime or manga artwork
• you want denoising and artifact reduction alongside upscaling

When to avoid

• you need a Linux or macOS upscaler - it is Windows-only
• you need a command-line or batch pipeline tool rather than a GUI app
• you need Real-ESRGAN specifically - the author's RealScaler targets that
• you want to run on headless servers or integrate upscaling into your own code

Facets

application · maturity active

image-processing video-processing machine-learning deep-learning gui image-processing machine-learning media windows python super-resolution upscaler denoising onnxruntime directml anime-upscaling bsrgan realesrgan pytorch desktop-app video gpu

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markdown · JSON · MCP: product_card(name="Djdefrag/QualityScaler")