Semi-supervised medical image segmentation via weak-to-strong perturbation consistency and edge-aware contrastive representation

Research article (Medical Image Analysis, 2025) · cited 16× · AI/ML
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Semi-supervised medical image segmentation via weak-to-strong perturbation consistency and edge-aware contrastive representation

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Semi-supervised medical image segmentation via weak-to-strong perturbation consistency and edge-aware contrastive representation is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). Semi-supervised medical image segmentation via weak-to-strong perturbation consistency and edge-aware contrastive representation. Retrieved May 24, 2026, from https://4ort.xyz/entity/semi-supervised-medical-image-segmentation-via-weak-to-strong-perturbation-consistency-and-edge-aware-contrastive-repres
MLA “Semi-supervised medical image segmentation via weak-to-strong perturbation consistency and edge-aware contrastive representation.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/semi-supervised-medical-image-segmentation-via-weak-to-strong-perturbation-consistency-and-edge-aware-contrastive-repres.
BibTeX @misc{4ortxyz_semi-supervised-medical-image-segmentation-via-weak-to-strong-perturbation-consistency-and-edge-aware-contrastive-repres_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Semi-supervised medical image segmentation via weak-to-strong perturbation consistency and edge-aware contrastive representation}}, year = {2026}, url = {https://4ort.xyz/entity/semi-supervised-medical-image-segmentation-via-weak-to-strong-perturbation-consistency-and-edge-aware-contrastive-repres}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Semi-supervised medical image segmentation via weak-to-strong perturbation consistency and edge-aware contrastive representation — https://4ort.xyz/entity/semi-supervised-medical-image-segmentation-via-weak-to-strong-perturbation-consistency-and-edge-aware-contrastive-repres (retrieved 2026-05-24)

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