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.ealisboa.com/quick-save-Pentair-Female-to-Female-Hose-Adapter-4-For-Sectional-Hose-K21241B-top-mega/