Upstream Machine Learning in Radiology

Christopher M. Sandino, Elizabeth K. Cole, Cagan Alkan, Akshay S. Chaudhari, Andreas M. Loening, Dongwoon Hyun, Jeremy Dahl, Abdullah Al Zubaer Imran, Adam S. Wang, Shreyas S. Vasanawala

Research output: Contribution to journalReview articlepeer-review

7 Scopus citations
Original languageEnglish
Pages (from-to)967-985
Number of pages19
JournalRadiologic Clinics of North America
Volume59
Issue number6
DOIs
StatePublished - Nov 2021

Bibliographical note

Funding Information:
Dr J. Dahl receives technical and in-kind support from Siemens Healthcare and serves as a technical advisor to Cephasonics Ultrasound and Vortex Imaging, Inc. Dr A.S. Chaudhari has provided consulting services to Skope MR, Subtle Medical, Culvert Engineering, Edge Analytics, Image Analysis Group, ICM, and Chondrometrics GmbH; and is a shareholder in Subtle Medical, LVIS Corp, and Brain Key; and received research support from GE Healthcare and Philips. Dr D. Hyun has a consulting relationship with Exo Imaging, Inc. Dr A.A.Z. Imran receives research support from GE Healthcare. Dr A.S. Wang receives research support from GE Healthcare, Siemens Healthineers, and Varex Imaging. Elizabeth Cole receives support from GE Healthcare. Drs A.M. Loening, S.S. Vasanawala, and A.S. Chaudhari receive research support from GE Healthcare. Dr S.S. Vasanawala has a consulting relationship with Arterys and HeartVista. This research was supported by NIBIB grants R01 EB013661, R01 EB015506, P41 EB015891, R01 EB002524, R01 EB009690, R01 EB026136, and R01 EB027100, by NIAMS grant R01 AR063643, by NCI grant R01-CA218204, by NICHD grant R01-HD086252, by a seed grant from the Stanford Cancer Institute, and an NCI-designated Comprehensive Cancer Center.

Funding Information:
Dr J. Dahl receives technical and in-kind support from Siemens Healthcare and serves as a technical advisor to Cephasonics Ultrasound and Vortex Imaging, Inc. Dr A.S. Chaudhari has provided consulting services to Skope MR, Subtle Medical, Culvert Engineering, Edge Analytics, Image Analysis Group, ICM, and Chondrometrics GmbH; and is a shareholder in Subtle Medical, LVIS Corp, and Brain Key; and received research support from GE Healthcare and Philips . Dr D. Hyun has a consulting relationship with Exo Imaging, Inc. Dr A.A.Z. Imran receives research support from GE Healthcare. Dr A.S. Wang receives research support from GE Healthcare, Siemens Healthineers, and Varex Imaging . Elizabeth Cole receives support from GE Healthcare. Drs A.M. Loening, S.S. Vasanawala, and A.S. Chaudhari receive research support from GE Healthcare. Dr S.S. Vasanawala has a consulting relationship with Arterys and HeartVista. This research was supported by NIBIB grants R01 EB013661 , R01 EB015506 , P41 EB015891 , R01 EB002524 , R01 EB009690 , R01 EB026136 , and R01 EB027100 , by NIAMS grant R01 AR063643 , by NCI grant R01-CA218204 , by NICHD grant R01-HD086252 , by a seed grant from the Stanford Cancer Institute , and an NCI-designated Comprehensive Cancer Center .

Keywords

  • Artificial intelligence
  • Deep learning
  • Image reconstruction
  • Medical imaging

ASJC Scopus subject areas

  • Radiology Nuclear Medicine and imaging

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