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Teaching AI to Recognise Documents It Has Never Seen: Few-Shot Learning in Identity Verification

Written by
James Ferryman
Posted on
23rd September 2026

There are thousands of different identity document types in circulation worldwide — passports, national identity cards, residence permits, driving licences — issued by nearly two hundred countries, each with its own design, security features, and bio…

Teaching AI to Recognise Documents It Has Never Seen: Few-Shot Learning in Identity Verification

Training the Machine: Why Datasets and Benchmarks Are the Unsung Heroes of Biometric AI

Written by
James Ferryman
Posted on
26th August 2026

When a new face recognition algorithm claims state-of-the-art performance, or a morphing attack detector reports a near-zero error rate, the natural question is: state-of-the-art on what? Error rate on which dataset, evaluated under which conditions,…

Training the Machine: Why Datasets and Benchmarks Are the Unsung Heroes of Biometric AI

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