NPU Accelerator: Quantized Real-Time Vehicle Detection on PYNQ-Z1 Using FINN
The results show that low-bit QAT, architectural slimming, FINN folding and FIFO optimization, and moderate clock scaling can jointly provide a practical real-time detector on a small Zynq FPGA.
Daniel G. Gutiérrez, Antonio Cuesta, Jorge D. Fe et al.
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