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Comprehensive survey of CNN hardware acceleration across FPGA, ASIC, and VLSI implementations spanning five real-world domains. Presents unified benchmarks, cross-domain optimisation strategies, and key research challenges for efficient, low-power, real-time AI systems; manuscript under review.