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Open access Jul 2026

A fullwave model of the nonlinear wave equation with multiple relaxations and relaxing perfectly matched layers for high-order numerical finite difference solutions

Objective. Large-scale acoustic simulation underpins the development of ultrasound imaging and therapy, but modeling nonlinearity, frequency-dependent attenuation, and absorbing boundaries in heterogeneous tissue remains computationally demanding. We present Fullwave 2, a unified time-domain formulation that represents...

Masashi Sode, G. Pinton · 23 citations
Jul 2026

IQ-JEPA: A Joint-Embedding Predictive Architecture with a Hermitian Vision Transformer for Sound Speed and Attenuation Estimation from Ultrasound IQ Data

The speed of sound in tissue is a prerequisite for well-focused imaging and has diagnostic value, but recovering it from raw pulse-echo channel data is fundamentally a nonlinear inverse problem, so IQ-JEPA is proposed to exploit both data types.

Masashi Sode, G. Pinton · 0 citations

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