AI-Based Automated Lipomatous Tumor Segmentation in MR Images: Ensemble Solution to Heterogeneous Data.

"Declarations Ethics ApprovalThis research protocol was approved by our institutional review board (IRB). IRB waived the requirement for informed consent because of the retrospective chart review nature of the study. Consent to ParticipateThe study was approved by the Institutional Review Board at the host university and several data transfer agreements were in effect between host university and other universities. All participating sites fulfilled their institutional regulatory requirements, and where appropriate, obtained IRB approval or relied on UC Davis IRB approval (within Universities of California). Informed consent was waived for this retrospective chart review study at all sites. Consent for PublicationThe study was approved by the Institutional Review Board at the host university and several data sharing agreements were in effect between host university and other universities. Informed consent was waived for this retrospective chart review study at all sites. Conflict of InterestThe authors declare no competing interests. Conflict of Interest The authors declare no competing interests."

"Funding This work is supported in part by the National Institute of Biomedical Imaging and Bioengineering (NIBIB) under grant no. R01EB000194, P41 EB032840 and by the UC Davis Paul Calabresi Career Development Award for Clinical Oncology as funded by the National Cancer Institute/National Institutes of Health through grant no. 5K12-CA138464."