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The semi-supervised medical image segmentation method based on adaptive perturbation enhancement and progressive consistency propagation

Abstract Semi-supervised learning (SSL) has demonstrated strong potential in medical image segmentation by leveraging limited labeled data alongside abundant unlabeled data. However, its effectiveness is often constrained by unreliable pseudo-labels and inefficient use of unlabeled samples. To addre...

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Detaylı Bibliyografya
Asıl Yazarlar: Na Zhang, Huaikun Zhang, Jizhao Liu, Bin Shi, Jing Lian
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: Springer 2025-10-01
Seri Bilgileri:Journal of King Saud University: Computer and Information Sciences
Konular:
Online Erişim:https://doi.org/10.1007/s44443-025-00265-2
Etiketler: Etiketle
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