Deep Learning Hardware-Level Features

Upscayl does not guess pixels. It reconstructs textures using trained AI on your GPU. Explore the desktop app workflow and the technical core behind our open source image engine.

Simple 4-Step Workflow

Drop in a PNG, JPG, JPEG, or WebP file and follow the guided sidebar. Pick a model, set your output folder, and upscale with one click. Batch mode lets you queue entire folders without leaving the app.

  • Drag and drop or select images instantly
  • Batch Upscayl toggle for folder processing
  • Double Upscayl option for tougher sources
Upscayl desktop app showing the select image workflow with batch mode and model options

Before and After Comparison

Preview results with a built-in slider before you save. Watch a low resolution source transform into a sharp upscale, from 300x168 to 1200x672 in this example, with model control on the left panel.

  • Interactive compare slider in the preview pane
  • General Photo and specialty model dropdown
  • Resolution target shown before you run
Upscayl before and after comparison slider showing upscaled image quality

Local GPU Processing

Everything runs on your hardware with Vulkan acceleration. The processing overlay keeps you informed while AI reconstruction happens offline, with a stop button if you need to cancel mid-run.

  • Real-time progress with clear status messages
  • 100% offline after models are installed
  • No uploads and no cloud queue delays
Upscayl processing an image locally with GPU acceleration progress screen
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Advanced Model Architecture

Switch between various deep neural networks designed for specialized tasks. Whether you are scaling low-poly game assets or old family photographs, Upscayl fits the mathematical model dynamically.

Real-ESRGAN Remacri UltraSharp Digital_Art
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Vulkan API Local Acceleration

No remote latency or subscription queues. Upscayl utilizes the local Vulkan API to communicate directly with your computer's AMD, Nvidia, or Intel GPU, maximizing processing throughput securely.

100% Offline Hardware Native No Cloud Fees
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Enterprise-Grade Batch Export

Perfect for full texture packs, archival scanning, or comic book workflows. Point the application to any directory folder, select your preferred scale factor, and let the background queue process hundreds of files concurrently.

Folder Input Auto-Naming Queue Parallelism
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Flexible Output Layouts

Export directly into high-fidelity image wrappers without worrying about intermediate compression loss. Save and compare results using PNG, JPG, or modern WebP layouts depending on your network requirements.

Lossless PNG WebP Ready Custom Scale Factor
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