ML4H Seminar Series
Wednesday, April 2, 2025 2pm to 3pm
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Past Seminar Videos
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Speaker: Milos Vukadinovic, Ph.D. candidate (UCLA)
Title: Vision-language Foundation Models for Cardiac Imaging
Abstract: With the increasing availability of imaging data and computational power, machine learning has shown promise in automating various aspects of the cardiac imaging pipeline. However, most existing models are task-specific and fail to leverage the full spectrum of available data. There is a need for comprehensive models that synthesize information from all acquired images and report interpretations holistically, much like a cardiologist would. In this talk we will present EchoPrime, a multi-video vision-language model capable of retrieving comprehensive reports for echocardiogram studies. We will discuss what it takes to build a large multimodal model (LMM) and explore its potential integration into clinical practice.
Bio: Milos Vukadinovic is a third-year Bioengineering PhD student at UCLA advised by David Ouyang, a visiting graduate student at Cedars-Sinai, and a data scientist at Kaiser Permanente. He is interested in AI in Medicine applications, and specializes in ML for cardiac medical imaging. Milos is skilled in training large multimodal models, big data analytics and developing ML powered software solutions.
#science #talks #ml4hseminar Join Zoom Meeting https://broadinstitute.zoom.us/j/87629654270?pwd=UlxuK9eahEzP8xRaBchc2YU3rfKonb.1 (ID: 87629654270, passcode: 297879) Join by phone (US) +1 646-558-8656 (passcode: 297879) (US) +1 646-876-9923 (passcode: 297879) Joining instructions: https://www.google.com/url?q=https://applications.zoom.us/addon/invitation/detail?meetingUuid%3Dr81mkggwQjeJA%252Fj9uZ6%252B6w%253D%253D%26signature%3D9815f82ac5bfeeb0b5d84d616c229206ea2d429e9ce1369e7f6828789ddd43c7%26v%3D1&sa=D&source=calendar&usg=AOvVaw2FMXWjW1nTz23VQdKJvUsB Meeting host: pace@broadinstitute.org
Join Zoom Meeting:
https://broadinstitute.zoom.us/j/87629654270?pwd=UlxuK9eahEzP8xRaBchc2YU3rfKonb.1
Speaker Schedule (Past and Future)
Past Seminar Videos
Speaker Suggestion Form
ML4H Seminar Google Calendar
for Outlook, copy and paste the following link exactly:
https://calendar.google.com/calendar/ical/c_550bf881ff28976aac7ddda130065136ab886eba48b8d25dc47baa54977d6d90%40group.calendar.google.com/public/basic.ics
Speaker: Milos Vukadinovic, Ph.D. candidate (UCLA)
Title: Vision-language Foundation Models for Cardiac Imaging
Abstract: With the increasing availability of imaging data and computational power, machine learning has shown promise in automating various aspects of the cardiac imaging pipeline. However, most existing models are task-specific and fail to leverage the full spectrum of available data. There is a need for comprehensive models that synthesize information from all acquired images and report interpretations holistically, much like a cardiologist would. In this talk we will present EchoPrime, a multi-video vision-language model capable of retrieving comprehensive reports for echocardiogram studies. We will discuss what it takes to build a large multimodal model (LMM) and explore its potential integration into clinical practice.
Bio: Milos Vukadinovic is a third-year Bioengineering PhD student at UCLA advised by David Ouyang, a visiting graduate student at Cedars-Sinai, and a data scientist at Kaiser Permanente. He is interested in AI in Medicine applications, and specializes in ML for cardiac medical imaging. Milos is skilled in training large multimodal models, big data analytics and developing ML powered software solutions.
#science #talks #ml4hseminar Join Zoom Meeting https://broadinstitute.zoom.us/j/87629654270?pwd=UlxuK9eahEzP8xRaBchc2YU3rfKonb.1 (ID: 87629654270, passcode: 297879) Join by phone (US) +1 646-558-8656 (passcode: 297879) (US) +1 646-876-9923 (passcode: 297879) Joining instructions: https://www.google.com/url?q=https://applications.zoom.us/addon/invitation/detail?meetingUuid%3Dr81mkggwQjeJA%252Fj9uZ6%252B6w%253D%253D%26signature%3D9815f82ac5bfeeb0b5d84d616c229206ea2d429e9ce1369e7f6828789ddd43c7%26v%3D1&sa=D&source=calendar&usg=AOvVaw2FMXWjW1nTz23VQdKJvUsB Meeting host: pace@broadinstitute.org
Join Zoom Meeting:
https://broadinstitute.zoom.us/j/87629654270?pwd=UlxuK9eahEzP8xRaBchc2YU3rfKonb.1