AI Integrity Infrastructure for Scientific Imaging

Protect Biomedical Research from Image Tampering — at Scale.

Deploy your trained forgery model as a premium product experience for journals, biotech teams, CROs, and compliance auditors.

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Model-backed CV Dice: 0.4654 5-Fold Ensemble + TTA PyTorch Production Pipeline

Platform

Built for Regulated, High-Stakes Scientific Workflows

Forensic Segmentation

Pixel-level forgery localization surfaces suspicious regions for analyst verification and reporting.

Evidence-Ready Output

Generate structured predictions, confidence metadata, and traceable records for audits and publication reviews.

Seamless Integration

Connect with LIMS, journal submission portals, and internal quality systems via API-first architecture.

Interactive Demo

Simulate a Real Image Integrity Check

Drop biomedical image here

or click to upload · PNG/JPG/TIFF

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Backend: checking...

Analysis Result

Awaiting scan

Predicted Class

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Risk Score

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Estimated Tampered Area

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Model Stack

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Original Image

Original preview

Forgery Heatmap Overlay

Overlay base Predicted forgery mask

Export binary segmentation mask for compliance reports and forensic documentation.

Use Cases

Where This Product Creates Immediate Value

Journal Editorial QA

Pre-screen microscopy and biomedical figures before peer review to reduce retractions and reputational risk.

Pharma & Biotech Compliance

Automate image integrity checks in preclinical pipelines and maintain auditable validation trails.

CRO Quality Operations

Offer integrity screening as a premium service tier for sponsors who require higher assurance.