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. 2022 Jan 19;22:10. doi: 10.1186/s12880-022-00734-4

Fig. 1.

Fig. 1

Schematic 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 classes