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Bachelor's Final Year Project an FPGA-based FP16 CNN accelerator for real-time YOLOv8n object detection on Xilinx Zynq UltraScale+ (ZCU104). Features a reconfigurable multi-engine architecture with on-chip dynamic retiling, achieving scalable throughput for edge AI applications.