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Research questionHow can synthetic images be traced to a target generator without modifying it or embedding watermarks?Synthetic image provenance is difficult to establish when the generator cannot be changed and outputs contain no embedded watermark. Verification must determine whether an image originated from a particular generator while providing interpretable evidence.
AI
Computer Vision
Image & Video Processing
Image Generation
Machine Learning
Research Paper
Technology
Latest papersRecent research connected to this question, newest first.Retrosynthesis of Synthetic Media for Explainable AI Provenance ForensicsThe source addresses MLaaS-based synthetic-image provenance using a fixed generator and an encoder-decoder process that compares query images with resynthesized outputs. It reports evidence on visual fidelity and tracing source inputs, but does not specify broader generator coverage or access assumptions.research paper · Sep 2, 2026
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