Neural Networks for Beamformer Acceleration

“To accelerate adaptive beamforming in ultrasound imaging”

  1. Katare, Mayank, Mahesh Raveendranatha Panicker, A. N. Madhavanunni, and Gayathri Malamal. “Learning While Acquisition: Towards Active Learning Framework for Beamforming in Ultrasound Imaging.” In Machine Learning for Medical Image Reconstruction: 5th International Workshop, MLMIR 2022, Held in Conjunction with MICCAI 2022, Singapore, September 22, 2022, Proceedings, pp. 115-122. Cham: Springer International Publishing, 2022.
  2. Roshan P Mathews and Mahesh Raveendranatha Panicker, “Towards Fast Region Adaptive Ultrasound Beamformer for Plane Wave Imaging Using Convolutional Neural Networks,” in Proc. of 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), Online, Oct 2021.

Sairoop Bodepudi, A N Madhavanunni, Mahesh Raveendranatha Panicker, “Patch Based Transformation for Minimum Variance Beamformer Image Approximation Using Delay and Sum Pipeline”, arXiv link: