Ultrasound image reconstruction presents a significant challenge in medical imaging due to the inherent complexities of wave propagation and scattering within biological structures. Various methods, ranging from traditional filtered back-projection to sophisticated deep neural network-based approaches, are actively being developed to improve the sp