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GithubAng AI intelligent camera system ng SingTown Technology na nakabase sa OpenMV ay nagbibigay-daan sa awtomatikong pagkilala at pag-uuri ng mga denominasyon ng perang papel. Sa pamamagitan ng paggamit ng teknolohiyang machine vision at pagkilala ng imahe, tumpak na natutukoy ng sistema ang kulay, mga disenyo, at mga numerical na katangian ng iba't ibang perang papel, mabilis na tinutukoy ang kanilang mga denominasyon, at nagsasagawa ng awtomatikong pagtatala o pag-uuri. Malawak itong ginagamit sa mga larangan tulad ng mga self-service vending machine, mga kagamitan sa pagbilang ng pera sa pananalapi, at pagsasanay pang-edukasyon.

In scenarios such as automatic payment, cash counting, counterfeit detection, and teaching demonstrations, banknote denomination recognition is an important application direction of computer vision technology. SingTown Technology's AI smart camera solution, based on the OpenMV platform, leverages powerful image recognition and feature matching algorithms to achieve high-precision recognition of banknote denominations.
The system captures real-time banknote images via the camera and utilizes edge-side AI to automatically analyze features such as numbers, patterns, color distribution, and anti-counterfeiting marks on the banknote, enabling rapid denomination determination. Simultaneously, the algorithm demonstrates robustness, ensuring stable recognition even when the banknote exhibits slight wrinkles, tilting, or variations in lighting conditions.
Users can train the OpenMV smart camera to recognize banknotes from different countries or versions based on actual application scenarios. The recognition results can be directly output to the control system for automatic classification, amount calculation, or transaction authenticity verification.
This embedded vision system is compact, low-power, and capable of edge deployment. It can be easily integrated into devices such as vending machines, campus payment terminals, and robot coin recognition modules, performing recognition tasks independently on the device side.
SingTown Technology, with AI, machine vision, and computer vision as its core technologies, enables smart cameras to possess the recognition capability of "identifying currency and denominations," delivering a more intelligent and reliable automatic recognition experience for the financial, retail, and education industries.

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