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PiSA-SR — Image Upscaler AI Model

PiSA-SR upscales images 2× or 4× and rebuilds fine detail, with pixel-level and semantic enhancement on separate controls — the sharpest of the on-device upscalers, and the slowest of them: about 50 seconds.

What it does

PiSA-SR turns a blurry, low-resolution image into a sharp 2x or 4x one. It runs two modules: one at the pixel level to clear noise and artifacts, one at the semantic level to add perceptual detail.

The balance between them is yours at inference time — lean toward faithful cleanup or toward richer invented detail — from a single trained model, with no retraining either way.

When to use it

  • A low-resolution image from the web, brought up to a usable size
  • A screenshot or video thumbnail, upscaled and clarified
  • An old camera or phone photograph with age and degradation on it
  • A file compressed to save space, with quality recovered
  • Real-world degradation — blur, noise and compression at once

Details

  • CategoryImage Upscaler
  • Year2025
  • LicenseApache-2.0

Compliance & Provenance

  • ProviderOpen-source · Specialized
  • EU AI Act RiskMinimal Risk
  • Art. 50 TransparencyNot applicable

Inputs & Outputs

ImageInputimage

Low-resolution source image

ImageOutputimage

Upscaled high-resolution image

Parameters

scale_factorintegerdefault 2options: 2, 4

Upscale ratio (2/4)

Enlargement factor. 2 (default) — fastest, good for moderate upscaling. 4 — strongest enhancement but much slower and more VRAM-intensive.

Tags

  • super-resolution
  • upscale
  • image-enhancement
  • sharpen
  • 4x
  • adjustable
  • gpu-heavy
  • slow-on-large-images

Alternatives in Image Upscaling

  • SMFANet+

    Fast lightweight image upscaler (2x/3x/4x). 0.1-3s.

  • Swin2SR

    Balanced image upscaler (2x/4x) — Swin Transformer V2. 10-30s.

  • SwinIR

    Image upscaler with widest scale range (2x/3x/4x/8x). 10-30s.

Resources

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