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Predictive Equations

Video and image enhancement AI

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What Predictive Equations is

Predictive Equations works on degraded media. Its models denoise, deblur, relight, recolour and upscale video and images, correct underwater colour distortion, and perform analysis such as feature matching, object detection, text extraction and pose estimation, with a stated focus on forensic and intelligence contexts.

What you can do with it

  • Enhance low-quality video for review
  • Correct underwater colour distortion
  • Denoise images taken in poor light
  • Extract text and objects from frames
  • Match features across images

Who it is for

  • Forensic and investigative units
  • Maritime and underwater observation teams
  • Analysts working with poor-quality footage

What to watch out for

  • Enhancement is not truth recovery: altered media can mislead investigators and courts, so preserve originals, document every processing step and keep a chain of custody
  • Admissibility depends on validation, documented methods and expert testimony, not vendor claims about judicial scrutiny
  • Upscaling and relighting can invent plausible detail that was never recorded
  • Facial or biometric analysis of identifiable people raises significant legal and ethical constraints depending on jurisdiction

Pros & cons

✓ What we like

  • Broad enhancement toolset for degraded media
  • Underwater correction is a specialist capability
  • Analysis tools alongside enhancement

! What to watch out for

  • Enhanced media can mislead if presented as evidence
  • Validation and documentation are mandatory
  • Biometric analysis carries legal constraints

FAQ

Can enhanced footage be used in court?

Only with documented methods, validation and expert explanation; enhancement alone does not make evidence reliable.

What should always be kept?

The original unprocessed media plus a record of every processing step applied.

What is the main risk?

Plausible detail invented by enhancement being mistaken for recorded fact.

Last reviewed: 2026-09-19

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