2022年12月29日 · PLN: Parasitic-Like Network for Barely Supervised Medical Image . Segmentation. 论文摘要. 众所周知，三维医学图像分割任务的注释是费力、费时、费钱的。考虑到片间和卷间存在的相似性，作者认为描绘方式和模型结构应该是紧密结合的。

In this paper, by introducing an extremely sparse annotation way of labeling only one slice per 3D image, we investigate a novel barely-supervised segmentation setting with only a few sparsely-labeled images along with a large amount of unlabeled images.

2022年9月30日 · To achieve this goal, we present a new parasitic-like network including a registration module (as host) and a semi-supervised segmentation module (as parasite) to deal with inter-slice label...

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Plasmid pLN from Dr. Liqun Luo's lab contains the inserts loxP and Neo and is published in PLoS One. 2012;7(3):e33332. Epub 2012 Mar 27. This plasmid is available through Addgene.

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To achieve this goal, we present a new parasitic-like network including a registration module (as host) and a semi-supervised segmentation module (as parasite) to deal with inter-slice label propagation and inter-volume segmentation prediction, respectively.