MACHINE LEARNING IN CLINICAL PRACTICE MODERATOR KEITH DREYER - - PowerPoint PPT Presentation

CHALLENGES & IMPACT MACHINE LEARNING IN CLINICAL PRACTICE

ABDUL HAMID HALABI

NVIDIA Global Lead, Healthcare

MODERATOR

MIKE TILKIN

AMERICAN COLLEGE OF RADIOLOGY CIO and Executive VP

WIRO NIESSEN

MEDICAL IMAGE COMPUTING & COMPUTER ASSISTED INTERVENTION (MICCAI) SOCIETY President

ALEJANDRO FRANGI

MEDICAL IMAGE COMPUTING & COMPUTER ASSISTED INTERVENTION (MICCAI) 2018 General Chair

KEITH DREYER

AMERICAN COLLEGE OF RADIOLOGY DATASCIENCE INSTITUTE Chief Science Officer

VARIABILITY IN DIAGNOSIS

BENIGN BREAST PATHOLOGY CASES

Source: Journal of American Medical Association (2015)

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45 47 49 51 53 55 57 59 61 63 65 67 69 71

INTERPRETATION, %

CASE ABNORMAL BENIGN

VARIABILITY IN DIAGNOSIS

ABNORMAL BREAST PATHOLOGY CASES

Source: Journal of American Medical Association (2015)

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45 47 49 51 53 55 57 59 61 63 65 67 69 71

INTERPRETATION, %

CASE ABNORMAL BENIGN

DEEP LEARNING MOMENTUM BUILDING

0% 10% 20% 30% 40% 50% 60% 2014 2015 2016 2017 SPIE ISBI MICCAI

MEDICAL IMAGING PAPERS USING DEEP LEARNING 106 START-UPS TRANSFORMING HEALTHCARE WITH AI