Publications

Journal papers

  • J. Puig, D. Friboulet, H. J. Ling, M. Mougharbel, J. Porée, J. Provost, D. Garcia and F. Millioz, “Boosting Cardiac Color Doppler Frame Rates With Deep Learning”, in IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control, vol. 71, no. 11, pp. 1540-1551, Nov. 2024, doi:10.1109/TUFFC.2024.3424549. PDF
  • H. J. Ling, S. Bru, J. Puig, F. Vixège, S. Mendez, F. Nicoud, P.-Y. Courand, O. Bernard, and D. Garcia. “Physics-Guided Neural Networks for Intraventricular Vector Flow Mapping”, IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control, vol. 71, no. 11, pp. 1377-1388, Nov. 2024, doi:10.1109/TUFFC.2024.3411718. PDF
  • W. Dhifli, J. Puig, A. Dispot, A., M. Elati. Latent network-based representations for large-scale gene expression data analysis. BMC Bioinformatics 19, 81–90, 2019, doi: 10.1186/s12859-018-2481-y. PDF
  • J. Puig, G. Farré, A. Guillamon, E. Fontich, J. Sardanyés. Bifurcation gaps in asymmetric and high-dimensional hypercycles. International Journal of Bifurcation and Chaos 28 (1) (2018) 1-17, doi:10.1142/S021812741830001X. PDF

International conferences

  • J. Puig, D. Friboulet, J. Porée, A.Leconte, N. Ghigo, J. Provost, D. Garcia, F. Millioz. “Breaking Packet Size Limits in Cardiac Color Doppler”, IEEE International Ultrasonics Symposium (IUS), 2025, Utrecht, Netherlands. (Poster)
  • J. Puig, D. Friboulet, J. Porée, J. Provost, D. Garcia, F. Millioz. “A deep learning approach for clutter filtering from short packet sizes in color Doppler”, IEEE International Ultrasonics Symposium (IUS), 2024, Taipei, Taiwan. (Oral presentation)
  • J. Puig, F. Millioz, D. Garcia, D. Friboulet. “Complex-Valued CNNs for Phase Shift Estimation in Color Doppler Imaging”, IEEE International Ultrasonics Symposium (IUS), 2023, Montreal, Canada. (Oral presentation)

National conferences

  • J. Puig, F. Millioz, D. Garcia, J. Cohen. “Separation of blood and tissue signals in echocardiography using autoencoders”, Colloque Français d’Intelligence Artificielle en Imagerie Biomédicale (IABM), 2026, Lyon, France. (Poster)
  • J. Puig, F. Millioz, D. Garcia, D. Friboulet. “Filtre de paroi par apprentissage profond pour l’estimation de vitesse Doppler en échocardographie”, GRETSI 2025 - Colloque Francophone de Traitement du Signal et des Images, 2025, Strasbourg, France.
  • J. Puig, D. Friboulet, J. Porée, J. Provost, D. Garcia, F. Millioz. “Accelerating the frame rate of echocardiography with deep learning”, Colloque Français d’Intelligence Artificielle en Imagerie Biomédicale (IABM), 2025, Nice, France. (Poster)
  • J. Puig, F. Millioz, D. Garcia, D. Friboulet. “Clutter filtering in echocardiography with deep learning”, Colloque Français d’Intelligence Artificielle en Imagerie Biomédicale (IABM), 2024, Grenoble, France. (Poster)
  • J. Puig, F. Millioz, D. Garcia, D. Friboulet. “Estimation du déphasage et réduction du repliement par apprentissage profond pour l’imagerie ultrasonore”, GRETSI 2023 - Colloque Francophone de Traitement du Signal et des Images, 2023, Grenoble, France.
  • J. Puig, F. Millioz, D. Garcia, D. Friboulet. “Complex CNNS for blood velocity estimation in ultrasound imaging”, Colloque Français d’Intelligence Artificielle en Imagerie Biomédicale (IABM), 2023, Paris, France. (Poster)