UNITY brings together several connected projects that apply AI to improve how heart scans are performed and interpreted.
Key initiatives are outlined below.
Mitral Inflow
Mitral Inflow Analysis
LV Segmentation
Left Ventricle Segmentation
Active Learning in Echocardiography
Efficient Annotations
Loss Functions
Influence of Loss Functions on LV segmentation and EF
Tissue Doppler Imaging
Automated analysis of tissue Doppler images
Speckle Tracking
Optimisation-based Speckle Tracking
Phase Detection
Multibeat echocardiographic phase detection
View Classification
Neural Architecture Search of Classifiers