Abstract: Highlights•A novel method named PSSNet trained with multiple partially labeled datasets is proposed.•PSSNet can simultaneously segment multiple anatomic structures and lesions.•PSSNet achieves best on fundus image segmentation and abdominal organ segmentation.
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