Advanced memory optimization techniques are reviewed to enhance the performance of Convolutional Neural Networks (CNNs) and Spiking Neural Networks (SNNs) on hardware accelerators. addressing the real-world challenges in medical imaging. This review evaluates various platforms: In-Memory Computing (IMC). Field-Programmable Gate Array (FPGA). https://www.ivoryjinelle.com/limited-value-Hunting-Camo-iPhone-SE-2nd-3rd-Gen-Pro-Case-p79729-hot-value/