COMPREHENSIVE REVIEW ON THE EXPLOITATION OF ADVANCED MEMORY OPTIMIZATION STRATEGIES TO IMPROVE PERFORMANCE FOR CONVOLUTIONAL AND SPIKING NEURAL NETWORKS IN MEDICAL IMAGING USING HARDWARE ACCELERATORS

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), Python

Abstract Background The recent success of immunotherapy in treating tumors has attracted increasing interest in research related to the adaptive immune system in the tumor microenvironment.Recent advances in next-generation sequencing technology enabled the sequencing of whole T-cell receptors (TCRs) and B-cell receptors (BCRs)/immunoglobulins (Igs

Abstract The search for topological superconductivity (TSC) is currently an exciting pursuit, since non-trivial topological superconducting phases could host exotic Majorana modes.However, the difficulty in fabricating proximity-induced TSC heterostructures, the sensitivity to disorder and stringent topological restrictions of intrinsic TSC place s

Canglang Pavilion, the oldest historical garden in Jiangnan, was initially built during the Song Dynasty.After multiple renovations and reconstructions, its intricate and repeated stone landscape restoration process and unique mountain and stone garden techniques deserve in-depth analysis and appreciation.We have studied the design concepts and fea

This study discusses the importance of involving all congregation members in carrying out missions.The involvement of church members begins with the Christian family knowing the values of the mission.This is inseparable from how Christian leaders apply it in ministry.The purpose of the study was to explain the application of mission values in Chris