Supports various state-of-the-art upscaling models like ESRGAN, Real-ESRGAN, and SwinIR directly within the interface. Users can select the model best suited for their image type (e.g., artwork, photos) to optimize for sharpness, texture, or noise reduction.
Upscaling is not a standalone tool but a native step within the InvokeAI canvas. Users can generate, edit, and upscale images in a continuous, non-destructive workflow without exporting to external applications.
All upscaling computations are performed entirely on the user's local machine. No image data is ever sent to external servers, ensuring complete privacy and data ownership.
Provides granular control over upscaling parameters, including scale multiplier, denoising strength, and specific model configurations. Advanced users can even integrate custom-trained upscaling models.
Allows users to queue and process multiple images for upscaling automatically, applying consistent settings across a whole project or dataset.
Digital artists creating illustrations for physical prints use Upscale by InvokeAI to transform their screen-resolution artwork into high-DPI files suitable for large-format printing. By upscaling with detail-preserving models, they ensure brush strokes and fine textures remain crisp, avoiding the blurry or painterly artifacts of simpler interpolations. This enables selling high-quality art prints directly from AI-assisted creations.
Indie game developers utilize the tool to upscale low-resolution texture maps or concept art created during prototyping phases. This provides higher-fidelity assets for final game builds without requiring complete re-creation from scratch. It's especially valuable for retro-style games where original pixel art can be upscaled with algorithms that enhance detail while maintaining a stylized look.
Historians and archivists working with scanned old photographs or low-resolution digital archives use the upscaler to enhance legibility and detail. While not a full restoration suite, it can intelligently increase resolution, making faded text, facial features, or environmental details clearer for research and public display, breathing new life into historical imagery.
Concept artists and designers in film and advertising rapidly generate ideas with InvokeAI's text-to-image, then use the upscaler to refine promising low-res thumbnails into more detailed sketches or presentations. This accelerates the ideation phase, allowing for quick visualization of high-concept details on characters, environments, or props before committing to manual painting.
Content creators and marketers generate eye-catching visuals for social media posts, banners, and ads. They use upscaling to ensure these images remain sharp and engaging on high-resolution displays and when adapted to different aspect ratios or cropped. This maintains professional visual quality across platforms from Instagram to digital billboards.
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