Abstract: Highlights•Introduced adversarial mechanism can efficiently utilizing a small amount of labeled data and a large amount of unlabeled data.•Accurately segmenting medical images even with a small amount of labeled data.•Maintaining high performance across multiple medical image datasets.
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