A systematic survey unifies presentation, digital injection, and GenAI synthesis attacks on identity documents, audits datasets for a reality gap, identifies SDGI in multimodal models, and reports APCER above 25% for top models on synthetic IDs.
E., Stockhardt, F., González-Soler, L
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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Receipt Replay OOD is a new small benchmark for evaluating screen replay detection robustness under domain shift using receipt images as proxies for identity documents.
citing papers explorer
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From Forgeries to Foundation Models: A Systematic Survey of Identity Document Attack and Detection
A systematic survey unifies presentation, digital injection, and GenAI synthesis attacks on identity documents, audits datasets for a reality gap, identifies SDGI in multimodal models, and reports APCER above 25% for top models on synthetic IDs.
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Receipt Replay OOD: A Small Benchmark for Screen Replay Detection Under Domain Shift
Receipt Replay OOD is a new small benchmark for evaluating screen replay detection robustness under domain shift using receipt images as proxies for identity documents.