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"multiReferenceRank": 1 }, { "personSlug": "justin-timberlake", "heldOutReferenceId": "justin-timberlake-r3", "excludedReferenceIds": [ "justin-timberlake-r3" ], "baselineRank": 1, "multiReferenceRank": 1 } ], "limitations": [ "These are curated public celebrity photos, not independent user selfies.", "References were pre-screened to contain one detectable face; detectionSuccesses here is not a real-world detection rate.", "The held-out view and near-duplicate views are excluded from that query's prototypes.", "Derivative screening uses Commons filename families plus 64-bit pHash within 8 bits across central 75/85/90/95/100% crops and mirrored views; SFace >0.97 is an additional conservative filter.", "Automated derivative screening can miss off-center crops, composites, or heavily edited versions; it does not prove independent capture.", "Same-person retrieval is a pipeline diagnostic and does not establish subjective celebrity resemblance.", "Different photos can come from the same event; this is not a fully independent capture dataset.", "Small convenience sample; no population accuracy claim or causal proof of improved user experience." ] }, "independentSelfies": { "samples": 0, "status": "not_collected" }, "humanBlindReview": { "responses": 0, "status": "not_collected" }, "limitations": [ "No independent consented selfie dataset has been collected.", "No volunteer resemblance ratings or competitor blind comparisons have been collected.", "Cosine similarity scores are not probabilities or percentages of visual resemblance.", "More reference photos do not guarantee better results." ] }