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.diegojavierfares.com/