Deep learning-based quality-controlled spleen assessment from ultrasound images

•First automated pipeline for spleen assessment from the ultrasound images.•First deep learning-based segmentation model for spleen ultrasound images.•Two novel deep learning-based frameworks were developed to automatically measure spleen length.•Our model achieved human expert level on the task of spleen length measurement.