Ultrasound representation creation 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 AI-based approaches, are actively being designed to improve the spatial clar