March Talk: AI-Driven Pathology- Converting Knowledge to Graph Representations (HYBRID)
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March Talk: AI-Driven Pathology- Converting Knowledge to Graph Representations (HYBRID)
Pathology data, primarily consisting of slides and diagnostic reports, inherently contain knowledge pivotal for advancing data-driven biomedical research and clinical practice. However, the hidden and fragmented nature of this knowledge across various data modalities not only hinders its computational utilization but also impedes the effective integration of AI technologies in the domain of pathology. To systematically organize pathology knowledge for computational use, we propose PathoGraph, a representation method capable of comprehensively and structurally capturing multi-scale disease characteristics alongside pathologists’ expertise in a graph-based format. Furthermore, by leveraging existing pathology image recognition techniques, we achieved large-scale automated construction of PathoGraph, applied it to enhance the performance of downstream deep learning models, and presented two illustrative use cases that highlight its clinical potential. Collectively, we believe our efforts lay a critical foundation for constructing pathology knowledge graphs, thereby advancing AI-driven pathology practice.
Date and Time
- Date: 17 Mar 2025
- Time: 06:30 PM to 08:00 PM
- All times are (UTC-05:00) Central Time (US & Canada)
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Location
- Livestreaming on our Section YouTube will be available at the beginning of the talk (7:00 pm CST), and a recording of the event will be made available after the event.
- In-person attendees, parking may be available as street parking along the east side of the Medical Sciences Building and in the consultants parking lot immediately east of the Medical Sciences Building. Please enter the building from the north or east entrance, as this is where our IEEE volunteers will be letting attendees in
- 300 3rd Ave SW
- Rochester, Minnesota
- United States 55902
- Building: Medical Sciences Building
- Room Number: Mann Hall
Hosts
- Southern Minnesota Section
- Southern Minnesota Section Chapter, C16
- Southern Minnesota Section Chapter, EMB18
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Registration
- Starts 03 March 2025 12:00 AM
- Ends 17 March 2025 02:00 PM
- All times are (UTC-05:00) Central Time (US & Canada)
- No Admission Charge
Agenda
6:30 - 7:00 Social half hour to grab food and drink
7:00 - 8:00 Technical talk
