Fig. 1From: Vessel segmentation for X-ray coronary angiography using ensemble methods with deep learning and filter-based featuresSchematic diagram of the training pipeline. Lower panel: features were extracted from raw images with deep-learning and filter-based methods. Upper panel: under-sampling methods were performed to balance the number of positive (vessel) and negative (background) training classesBack to article page