fingerprinting
Daubert-eligibleTier 2CSD style fingerprinting
Somepalli et al. · NeurIPS 2023
Overview
Contrastive style descriptors capturing artist-specific visual fingerprints invariant to subject matter. Validated for Getty / artist-style cases.
Evidentiary posture
Method is peer-reviewed, has published error rates in the literature, and is reproducible from the chain-of-custody record. Eligible for Tier-A evidentiary packaging under the Daubert / FRE 702 framework. Admission in any specific case remains the court's determination.
Technical parameters, adversarial-robustness bounds, and reference implementation are disclosed to counsel and opposing experts under MNDA.