Are Detectors Fair to Indian IP-AIGC? A Cross-Generator Study

arXiv — cs.CVWednesday, December 3, 2025 at 5:00:00 AM
  • A systematic study has been conducted on the detection of identity-preserving AI-generated content (IP-AIGC) specifically for Indian and South-Asian faces. The research evaluates the performance of two state-of-the-art detectors, AIDE and Effort, using datasets created from FairFD and HAV-DF, and assesses their effectiveness under various conditions.
  • This development is significant as it highlights the need for fairness and robustness in AI detection systems, particularly for under-represented populations, ensuring that advancements in technology do not perpetuate biases against specific ethnic groups.
— via World Pulse Now AI Editorial System

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