“…Emerging platforms like Sony IMX500 [12] embed AI in sensors, enabling real-time processing at the data source, reducing latency, enhancing privacy by eliminating data transmission. To leverage the power of this platforms, algorithm optimization, model compression, quantization are vital [13]- [19] and redesigning AI models for effective operation within memory, computational constraints becomes crucial.…”