Partial C2PA credentials used to adapt synthetic-image forensic detectors
Reconstructing the last signer’s edits from partial credentials improved detectors on images postprocessed by C2PA tools.
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Reconstructing the last signer’s edits from partial credentials improved detectors on images postprocessed by C2PA tools.

Verdict, an offline iPhone app, scores media for AI generation but mislabeled a real concert video as synthetic.
DeformView and DEFECt3R localize geometric inconsistencies in wide-baseline multi-view images for forensics.
Agentic fake-image forensics depends more on the MLLM judge's reasoning than on detector fusion.
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