Powered by DINOv2 Vision Transformer

Detect Image Forgery
with AI Precision

ForgeGuard AI uses state-of-the-art deep learning to detect manipulated and forged scientific images at the pixel level — protecting research integrity across journals, institutions, and forensic labs.

Start Detecting Free Watch Demo
0% Detection Accuracy
0s Avg. Analysis Time
0k+ Images Analyzed

Trusted by researchers at

Features

Forensic-Grade Analysis,
Built for Science

Every tool you need to verify image authenticity with unparalleled accuracy.

Pixel-Level Detection

Generates a full probability heat map highlighting every manipulated region with sub-pixel resolution — not just a yes/no answer.

Core Tech

DINOv2 Backbone

Leverages Facebook's DINOv2 Vision Transformer for rich, self-supervised features that generalize across image types and manipulation techniques.

Test-Time Augmentation

TTA ensembles flipped variants of each image, dramatically reducing false positives and boosting confidence in ambiguous regions.

Real-Time API

FastAPI backend with async processing. Submit an image and receive a detailed JSON result with metrics in under 3 seconds on average.

Adaptive Thresholding

Gradient-enhanced adaptive masking dynamically computes thresholds per image — so no single setting ever limits detection quality.

Detailed Reports

Every analysis returns manipulated area in pixels, confidence mean, and adaptive threshold — exportable as JSON for audit trails.

Process

From Upload to Verdict
in Seconds

01

Upload Your Image

Drag and drop any scientific image — microscopy, gel electrophoresis, MRI, satellite imagery — or use our REST API.

02

AI Analysis

DINOv2 extracts rich visual features. Our decoder generates a pixel-level probability map, then TTA enhances reliability.

03

Get Your Verdict

Receive a clear authentic/forged verdict with confidence metrics, manipulated pixel area, and a downloadable heat map overlay.

Live Demo

Try It Right Now

Upload any image and see ForgeGuard AI analyze it instantly (demo mode — sign up for full analysis).

Drag & drop an image here

or

PNG, JPG, TIFF up to 20MB

Pricing

Simple, Transparent Pricing

Start free. Scale as your research grows.

Starter
Free

Perfect for individual researchers exploring the tool.

  • ✓ 50 analyses / month
  • ✓ JSON result reports
  • ✓ REST API access
  • ✗ Heat map export
  • ✗ Batch processing
Get Started
Most Popular
Research
$29/mo

Built for labs and publication-ready forensic reports.

  • ✓ 2,000 analyses / month
  • ✓ Full heat map overlays
  • ✓ Batch API processing
  • ✓ Priority processing
  • ✓ Export to PDF / JSON
Start Free Trial
Enterprise
Custom

For journals, institutions, and large-scale forensic needs.

  • ✓ Unlimited analyses
  • ✓ On-premise deployment
  • ✓ SSO / SAML integration
  • ✓ Dedicated support
  • ✓ Custom SLA
Contact Sales

Ready to Safeguard Research Integrity?

Join thousands of researchers who trust ForgeGuard AI to verify their images.

Create Free Account