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SUMMARY:Learning to read x-ray: applications to heart failure monitoring -
  Polina Golland\, MIT
DTSTART:20230612T100000Z
DTEND:20230612T110000Z
UID:TALK199696@talks.cam.ac.uk
CONTACT:Paula Smith
DESCRIPTION:We propose and demonstrate a novel approach to training image 
 classification models based on large collections of images with limited la
 bels. We take advantage of availability of radiology reports to construct 
 joint multimodal embedding that serves as a basis for classification. We d
 emonstrate the advantages of this approach in application to assessment of
  pulmonary edema severity in congestive heart failure that motivated the d
 evelopment of the method.
LOCATION:Meeting Room 2\, Pavilion A\, Centre for Mathematical Sciences
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