Abstract: Highlights•Α novel type-aware encoder-decoder network (TypeSeg) is proposed for multi-type ultrasound images co-segmentation.•The TypeSeg model develops the type-aware metric learning and decision modules to fully utilize the tissue type information during semantic segmentation.•The proposed method outperforms all the compared state-of-the-art algorithms for the multi-type ultrasound images co-segmentation task.
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