PA-Seg: Learning From Point Annotations for 3D Medical Image Segmentation Using Contextual Regularization and Cross Knowledge Distillation

Research article (IEEE Transactions on Medical Imaging, 2023) · cited 42× · AI/ML
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PA-Seg: Learning From Point Annotations for 3D Medical Image Segmentation Using Contextual Regularization and Cross Knowledge Distillation

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PA-Seg: Learning From Point Annotations for 3D Medical Image Segmentation Using Contextual Regularization and Cross Knowledge Distillation is a scholarly article[1].

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  • PA-Seg: Learning From Point Annotations for 3D Medical Image Segmentation Using Contextual Regularization and Cross Knowledge Distillation's instance of is recorded as scholarly article[2].

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APA 4ort.xyz Knowledge Graph. (2026). PA-Seg: Learning From Point Annotations for 3D Medical Image Segmentation Using Contextual Regularization and Cross Knowledge Distillation. Retrieved May 24, 2026, from https://4ort.xyz/entity/pa-seg-learning-from-point-annotations-for-3d-medical-image-segmentation-using-contextual-regularization-and-cross-knowl
MLA “PA-Seg: Learning From Point Annotations for 3D Medical Image Segmentation Using Contextual Regularization and Cross Knowledge Distillation.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/pa-seg-learning-from-point-annotations-for-3d-medical-image-segmentation-using-contextual-regularization-and-cross-knowl.
BibTeX @misc{4ortxyz_pa-seg-learning-from-point-annotations-for-3d-medical-image-segmentation-using-contextual-regularization-and-cross-knowl_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{PA-Seg: Learning From Point Annotations for 3D Medical Image Segmentation Using Contextual Regularization and Cross Knowledge Distillation}}, year = {2026}, url = {https://4ort.xyz/entity/pa-seg-learning-from-point-annotations-for-3d-medical-image-segmentation-using-contextual-regularization-and-cross-knowl}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): PA-Seg: Learning From Point Annotations for 3D Medical Image Segmentation Using Contextual Regularization and Cross Knowledge Distillation — https://4ort.xyz/entity/pa-seg-learning-from-point-annotations-for-3d-medical-image-segmentation-using-contextual-regularization-and-cross-knowl (retrieved 2026-05-24)

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