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📰 5Pravin Bahadur Pun.*, Sobaid Al-Sayer, Farida Shaker, Rony Shaker, Ghaleb Al-Shammari, Geetha R, Eli Israfilbeyg
📰 Introduction: Facial recognition technology (FRT) is rapidly evolving and gaining widespread application across security, identification, and personal device access. However, privacy concerns and potential misuse—such as unsanctioned surveillance or racial bias—highlight the need for robust legal regulations and transparent guidelines governing its use. This study investigates the current legal landscape regulating facial recognition in countries with dark brown-skinned populations, evaluates its adequacy against ethical and technological realities, and identifies critical gaps that affect equity and human rights. Methods: This paper conducts a comparative legal analysis of national policies, regional regulations, and international frameworks governing facial recognition in nations with significant dark brown-skinned demographics, including India, Brazil, Nigeria, and Jordan. Ethical concerns, algorithm bias, and data protection are assessed alongside enforcement mechanisms and oversight structures. Results: Findings reveal a fragmented regulatory environment, with few countries having comprehensive laws tailored to FRT deployment in sensitive contexts. Most existing policies either lack specificity regarding dark skin tone representation or fail to address consent, data retention, and cross-border data flows. Algorithmic bias remains largely unaddressed, disproportionately impacting dark brown-skinned individuals through inaccurate identification and surveillance practices. Enforcement is often weak or informal, and oversight mechanisms are underdeveloped, leaving populations vulnerable to misuse. Conclusion: Without targeted legislation emphasizing fairness, individual rights, and transparent governance, facial recognition risks deepening social inequities and eroding public trust. To ensure ethical deployment, policymakers should prioritize inclusive standards, mandatory bias testing, and enforceable accountability measures, especially for FRT applications impacting dark brown-skinned communities worldwide.
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