Optimizing Input Selection for Cardiac Model Training and Inference: An Efficient 3D Convolutional Neural Networks-Based Approach to Automate Coronary Angiogram Video Selection.

es pmc-license-ref CC BY Abbreviations and Acronyms AUC area under the curve CNN convolutional neural networks CVPR computer vision and pattern recognition ML machine learning NPV negative predictive value QC quality control As machine learning (ML) becomes more integrated into cardiology, there is an increasing trend of utilizing invasive X-ray coronary angiograms for ML-driven analyses.

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