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Nehalkumar Patel

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Open access Aug 2026

FaceBench: A Locked-Pipeline Comparative Evaluation of Five Off-the-Shelf Face Recognizers across Pose, Age, and Resolution

 Fair comparison of pretrained face recognition models is often confounded by vendor-specific detectors, incompatible crop geometries, and accuracy-only reporting at an unstated decision threshold. This paper presents FaceBench, a reproducible evaluation framework, and reports a locked comparative study of five off-the...

Nehalkumar Patel, Bharat Patel · 0 citations

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