IDV · Document Pipeline · Precomputed
IDV in Action
Walk a document through the four-stage verification pipeline. Toggle between genuine and forged to see where each breaks down.
genuine_est_id · genuine
About this example
Real ID document template from SIDTD (CC BY-SA 2.5). Auth result (GENUINE, 0.85 confidence) is from the actual SIDTD validation run. Classify/extract stages are precomputed from the same document.
Classify
stage 1 / 5
adapter: vlm_classify
Document type
National Identity Card
Country
EST
Confidence
91% conf
Stage verdict
PASS
VLM reads the document layout — card dimensions, flag/crest position, field arrangement — to identify type and issuing country before any field extraction.