DHPCL: Diffusion-Driven Hard-Soft Prototype Contrastive Learning for Semi-Supervised Medical Image Segmentation.

Du X, Li C, Liu T, Lei T, Wang Y, Nandi AK

DOI: 10.1109/jbhi.2026.3734933
Published: 2026 Sep 17
Container: IEEE journal of biomedical and health informatics
Publisher: Not recorded
Open access: no

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Cite this work

BibTeX

@article{allodium:10.1109/jbhi.2026.3734933,
  title = {DHPCL: Diffusion-Driven Hard-Soft Prototype Contrastive Learning for Semi-Supervised Medical Image Segmentation.},
  author = {Du X and Li C and Liu T and Lei T and Wang Y and Nandi AK},
  year = {2026},
  journal = {IEEE journal of biomedical and health informatics},
  doi = {10.1109/jbhi.2026.3734933},
  url = {https://doi.org/10.1109/jbhi.2026.3734933}
}

RIS

TY  - JOUR
TI  - DHPCL: Diffusion-Driven Hard-Soft Prototype Contrastive Learning for Semi-Supervised Medical Image Segmentation.
AU  - Du X
AU  - Li C
AU  - Liu T
AU  - Lei T
AU  - Wang Y
AU  - Nandi AK
PY  - 2026
JO  - IEEE journal of biomedical and health informatics
DO  - 10.1109/jbhi.2026.3734933
UR  - https://doi.org/10.1109/jbhi.2026.3734933
ER  -

APA

X, D., C, L., T, L., T, L., Y, W., & AK, N. (2026). DHPCL: Diffusion-Driven Hard-Soft Prototype Contrastive Learning for Semi-Supervised Medical Image Segmentation.. IEEE journal of biomedical and health informatics. https://doi.org/10.1109/jbhi.2026.3734933

Source records

pubmed · retrieved 2026-09-25T14:21:51.887Z
europe-pmc · retrieved 2026-09-25T14:21:51.996Z