fingerprinting
Daubert-eligibleTier 2SSCD + DINOv2 image attribution
Pizzi et al. + Oquab et al. · ICCV 2023
Description
Self-supervised copy detection embeddings combined with DINOv2 features for image-level provenance and near-duplicate detection.
Technical signature
in: (image_a, image_b) → out: { sscd_sim, dinov2_sim }Adversarial robustness
Robust to crop / JPEG / colorshift; sensitive to inpainting attacks.
Daubert eligibility
Method is peer-reviewed, has published error rates, and is reproducible from the chain-of-custody hash. Eligible for Tier-A admissibility packaging. Ultimate admissibility is the court's determination.