Blog

A technical deep-dive into the visual patterns that distinguish diffusion-generated images from photographs, and how detection methods exploit these signals.

How EXIF data, file structure analysis, and encoding patterns contribute to image authenticity assessment in fraud prevention workflows.

Binary verdicts don't reflect the reality of image forensics. Here's why confidence scores support better decision-making than pass/fail classifications.

An honest examination of copy-paste detection techniques, including where they work well and where they can produce false positives.