Table 1a.

Comparison of representative FPGA-based implementations.

References/Year	Application	Method	Hardware deployment	Precision	FF	LUT	Power
A. V et al. (20)	Parkinson's disease detection from hand-drawn circles	Lightweight CNN	Xilinx Zynq UltraScale + ZCU106	Q4.12	741	924	3.178 W,
Proposed FAA-CNN	Pulmonary fibrosis classification from CT	FAA-CNN	PYNQ-Z2/Zynq-7020	16-bit fixed-point	4,931	5,236	0.139 W