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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Chaithra C. S.

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Review Open access Jul 2026

Beat-Level Echocardiographic Clip Analysis with Geometry-Video Fusion and Cross–Attention for Accurate Ejection Fraction Estimation and Heart Failure Stratification

The proposed framework, combining beat-level motion analysis and geometric features with Shapley Additive Explanations- and Gradient-Weighted Class Activation Mapping-based explainability, enables quantification of ejection fraction and clinically reliable heart failure classification, thereby scaling echocardiographic...

Chaithra C. S., S. S., V. N. et al. · 0 citations

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