Training robust T1-weighted magnetic resonance imaging liver segmentation models using ensembles of datasets with different contrast protocols and liver disease etiologies.

Autor: Patel N; Department of Imaging Physics, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Celaya A; Department of Imaging Physics, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.; Department of Computational Applied Mathematics and Operations Research, Rice University, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Eltaher M; Department of Imaging Physics, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Glenn R; Department of Imaging Physics, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Savannah KB; Department of Imaging Physics, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Brock KK; Department of Imaging Physics, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Sanchez JI; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Calderone TL; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Cleere D; Department of Gastroenterology, Houston Methodist Hospital, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Elsaiey A; Department of Gastroenterology, Houston Methodist Hospital, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Cagley M; Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Gupta N; Department of Radiology, Houston Methodist Hospital, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Victor D; Department of Gastroenterology, Houston Methodist Hospital, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Beretta L; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Koay EJ; Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA., Netherton TJ; Department of Radiation Physics, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA. TNetherton@mdanderson.org.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA. TNetherton@mdanderson.org., Fuentes DT; Department of Imaging Physics, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA. DTFuentes@mdanderson.org.; Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA. DTFuentes@mdanderson.org.

Publikováno v: Scientific reports [Sci Rep] 2024 Sep 09; Vol. 14 (1), pp. 20988. Date of Electronic Publication: 2024 Sep 09.