The global fashion industry faces significant risk not only from economic losses but also eroded consumer trust. In 2021 alone, global trade in counterfeit goods totaled USD 467 billion, with clothing, footwear, and leather goods accounting for 62% of seizures. As online sales continue to rise, AI is emerging as