Highdicom: A Python library for standardized encoding of image annotations and machine learning model outputs in pathology and radiology

Autor: Bridge, Christopher P., Gorman, Chris, Pieper, Steven, Doyle, Sean W., Lennerz, Jochen K., Kalpathy-Cramer, Jayashree, Clunie, David A., Fedorov, Andriy Y., Herrmann, Markus D.

Machine learning is revolutionizing image-based diagnostics in pathology and radiology. ML models have shown promising results in research settings, but their lack of interoperability has been a major barrier for clinical integration and evaluation.

Externí odkaz: http://arxiv.org/abs/2106.07806

Implementing the DICOM Standard for Digital Pathology.

Autor: Herrmann MD; MGH and BWH Center for Clinical Data Science, Boston, MA, USA., Clunie DA; PixelMed Publishing, LLC, Bangor, PA, USA., Fedorov A; Department of Radiology, Surgical Planning Laboratory, Brigham and Women's Hospital, Boston, MA, USA.; Harvard Medical School, Boston, MA, USA., Doyle SW; MGH and BWH Center for Clinical Data Science, Boston, MA, USA., Pieper S; Isomics, Inc., Cambridge, MA, USA., Klepeis V; Harvard Medical School, Boston, MA, USA.; Department of Pathology, Massachusetts General Hospital, Boston, MA, USA., Le LP; Harvard Medical School, Boston, MA, USA.; Department of Pathology, Massachusetts General Hospital, Boston, MA, USA., Mutter GL; Harvard Medical School, Boston, MA, USA.; Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA., Milstone DS; Harvard Medical School, Boston, MA, USA.; Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA., Schultz TJ; Enterprise Medical Imaging, Massachusetts General Hospital, Boston, MA, USA., Kikinis R; Department of Radiology, Surgical Planning Laboratory, Brigham and Women's Hospital, Boston, MA, USA.; Harvard Medical School, Boston, MA, USA., Kotecha GK; MGH and BWH Center for Clinical Data Science, Boston, MA, USA., Hwang DH; Harvard Medical School, Boston, MA, USA.; Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA., Andriole KP; MGH and BWH Center for Clinical Data Science, Boston, MA, USA.; Harvard Medical School, Boston, MA, USA.; Department of Radiology, Brigham and Women's Hospital, Boston, MA, USA., Iafrate AJ; Harvard Medical School, Boston, MA, USA.; Department of Pathology, Massachusetts General Hospital, Boston, MA, USA., Brink JA; Harvard Medical School, Boston, MA, USA.; Department of Radiology, Massachusetts General Hospital, Boston, MA, USA., Boland GW; Harvard Medical School, Boston, MA, USA.; Department of Radiology, Brigham and Women's Hospital, Boston, MA, USA., Dreyer KJ; MGH and BWH Center for Clinical Data Science, Boston, MA, USA.; Harvard Medical School, Boston, MA, USA.; Department of Radiology, Massachusetts General Hospital, Boston, MA, USA., Michalski M; MGH and BWH Center for Clinical Data Science, Boston, MA, USA.; Harvard Medical School, Boston, MA, USA.; Department of Radiology, Massachusetts General Hospital, Boston, MA, USA., Golden JA; Harvard Medical School, Boston, MA, USA.; Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA., Louis DN; Harvard Medical School, Boston, MA, USA.; Department of Pathology, Massachusetts General Hospital, Boston, MA, USA., Lennerz JK; Harvard Medical School, Boston, MA, USA.; Department of Pathology, Massachusetts General Hospital, Boston, MA, USA.

Publikováno v: Journal of pathology informatics [J Pathol Inform] 2018 Nov 02; Vol. 9, pp. 37. Date of Electronic Publication: 2018 Nov 02 (Print Publication: 2018).