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References from SCOPE-Med: Structure-Preserving and Contour-Oriented Pseudo-Label Reconstruction for mixed-domain semi-supervised medical image segmentation. Local targets link to admitted publications; unresolved targets remain external evidence.
Bidirectional copy-paste for semi-supervised medical image segmentation
2023 · External reference
ReMixMatch: Semi-supervised learning with distribution alignment and augmentation anchoring
2020 · External reference
MixMatch: A holistic approach to semi-supervised learning
2019 · External reference
Unresolved reference
2019 · External reference
Unresolved reference
2021 · External reference
Semi-supervised semantic segmentation with cross pseudo supervision
2021 · External reference
Unleashing the potential of SAM for medical adaptation via hierarchical decoding
2024 · External reference
Unresolved reference
2023 · External reference
Adaptive bidirectional displacement for semi-supervised medical image segmentation
2024 · External reference
Unresolved reference
2025 · External reference
MD-UNET: Multi-input dilated U-shape neural network for segmentation of bladder cancer
10.1016/j.compbiolchem.2021.107510 · 2021 · External reference
nnU-Net: A self-configuring method for deep learning-based biomedical image segmentation
10.1038/s41592-020-01008-z · 2021 · External reference
Focal frequency loss for image reconstruction and synthesis
2021 · External reference
Boundary loss for highly unbalanced segmentation
10.1016/j.media.2020.101851 · 2021 · External reference
Segment anything
2023 · External reference
Pseudo-label: The simple and efficient semi-supervised learning method for deep neural networks
2013 · External reference
Transformation-consistent self-ensembling model for semisupervised medical image segmentation
10.1109/tnnls.2020.2995319 · 2021 · External reference
Semi-supervised medical image segmentation via uncertainty rectified pyramid consistency
10.1016/j.media.2022.102517 · 2022 · External reference
Segment anything in medical images
10.1038/s41467-024-44824-z · 2024 · External reference
Steady progress beats stagnation: Mutual aid of foundation and conventional models in mixed domain semi-supervised medical image segmentation
2025 · External reference
Constructing and exploring intermediate domains in mixed domain semi-supervised medical image segmentation
2024 · External reference
CauSSL: Causality-inspired semi-supervised learning for medical image segmentation
2023 · External reference
Cross prompting consistency with segment anything model for semi-supervised medical image segmentation
2024 · External reference
Semi-supervised semantic segmentation with cross-consistency training
2020 · External reference
On the spectral bias of neural networks
2019 · External reference
Cervical nuclei segmentation through synergic conditional generative adversarial network in cervical smear images
10.1016/j.compbiolchem.2026.108918 · 2026 · External reference
U-Net: Convolutional networks for biomedical image segmentation
2015 · External reference
FixMatch: Simplifying semi-supervised learning with consistency and confidence
2020 · External reference
Boundary-aware feature fusion with dual-stream attention for remote sensing small object detection
2025 · External reference
DSMT-Net: Dual-student mean teacher network with pixel-level pseudo-label optimization for semi-supervised medical image segmentation
10.1016/j.compbiolchem.2025.108579 · 2025 · External reference
Gated-SCNN: Gated shape CNNs for semantic segmentation
2019 · External reference
Fourier features let networks learn high frequency functions in low dimensional domains
2020 · External reference
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results
2017 · External reference
Medical SAM adapter: Adapting segment anything model for medical image segmentation
10.1016/j.media.2025.103547 · 2025 · External reference
Exploring smoothness and class-separation for semi-supervised medical image segmentation
2022 · External reference
Unresolved reference
2023 · External reference
Uncertainty-aware self-ensembling model for semi-supervised 3D left atrium segmentation
2019 · External reference
Unresolved reference
2023 · External reference
Unresolved reference
2023 · External reference
