Diffusion models reconstruct high-resolution 3D cardiac ultrasound volumes from heavily undersampled elevation planes and outperform traditional interpolation and supervised deep learning baselines.
Deep attentional GAN-based high-resolution ultrasound imag- 12 IEEE TRANSACTIONS ON MEDICAL IMAGING, VOL. XX, NO. XX, DECEMBER 2025 ing,
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High Volume Rate 3D Ultrasound Reconstruction with Diffusion Models
Diffusion models reconstruct high-resolution 3D cardiac ultrasound volumes from heavily undersampled elevation planes and outperform traditional interpolation and supervised deep learning baselines.