@article{bb73000,
        AUTHOR = "Sun, J. and Wang, M. and Zhao, J.X. and Yang, D. and Bai, H. and Li, X.M.",
        TITLE = "Dual-Region Consistency Learning With Contrastive Refinement for
Semi-Supervised Medical Image Segmentation",
        JOURNAL = IJIST,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "3",
        PAGES = "e70091",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70678"}

@article{bb73001,
        AUTHOR = "Yang, Y. and Zhuang, J.X. and Sun, G.Y. and Wang, R.X. and Su, J.",
        TITLE = "Boundary-Guided Contrastive Learning for Semi-Supervised Medical
Image Segmentation",
        JOURNAL = MedImg,
        VOLUME = "44",
        YEAR = "2025",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "2973-2988",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70679"}

@article{bb73002,
        AUTHOR = "Qin, G. and Liu, H. and Zhang, X. and Li, W. and Guo, Y.X. and Guo, C.B.",
        TITLE = "Semi-Supervised Medical Hyperspectral Image Segmentation Using
Adversarial Consistency Constraint Learning and Cross Indication
Network",
        JOURNAL = IP,
        VOLUME = "34",
        YEAR = "2025",
        PAGES = "5414-5428",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70680"}

@article{bb73003,
        AUTHOR = "Zeng, Q.J. and Xie, Y.T. and Lu, Z.L. and Lu, M.K. and Zhang, J.F. and Xia, Y.",
        TITLE = "Consistency-Guided Differential Decoding for Enhancing
Semi-Supervised Medical Image Segmentation",
        JOURNAL = MedImg,
        VOLUME = "44",
        YEAR = "2025",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "44-56",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70681"}

@article{bb73004,
        AUTHOR = "Zeng, Q.J. and Luo, H. and Lu, Z.L. and Xie, Y.T. and Wang, Z.Y. and Zhang, Y.N. and Xia, Y.",
        TITLE = "Harnessing Text Insights With Visual Alignment for Medical Image
Segmentation",
        JOURNAL = MedImg,
        VOLUME = "45",
        YEAR = "2026",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "477-489",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70682"}

@article{bb73005,
        AUTHOR = "Zeng, Q.J. and Luo, H. and Ma, X.K. and Lu, Z.L. and Hu, Y. and Lu, M.K. and Zhang, Y.N. and Xia, Y.",
        TITLE = "Decoupling Target Semantics via Text-Anchored Visual Contrast for
Semi-Supervised Medical Image Segmentation",
        JOURNAL = IP,
        VOLUME = "35",
        YEAR = "2026",
        PAGES = "3228-3239",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70683"}

@article{bb73006,
        AUTHOR = "Luo, H. and Zeng, Q.J. and Zhang, Y.N. and Xia, Y.",
        TITLE = "Retrieval-Augmented Representation for Semi-Supervised Medical Image
Segmentation",
        JOURNAL = MedImg,
        VOLUME = "45",
        YEAR = "2026",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "4892-4904",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70684"}

@article{bb73007,
        AUTHOR = "Zeng, Q.J. and Xie, Y.T. and Lu, Z.L. and Lu, M.K. and Wu, Y.C. and Xia, Y.",
        TITLE = "Segment Together: A Versatile Paradigm for Semi-Supervised Medical
Image Segmentation",
        JOURNAL = MedImg,
        VOLUME = "44",
        YEAR = "2025",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "2948-2959",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70685"}

@article{bb73008,
        AUTHOR = "Zeng, Q.J. and Lu, Z.L. and Xie, Y.T. and Xia, Y.",
        TITLE = "PICK: Predict and Mask for Semi-supervised Medical Image Segmentation",
        JOURNAL = IJCV,
        VOLUME = "133",
        YEAR = "2025",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "3296-3311",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70686"}

@article{bb73009,
        AUTHOR = "Liu, Y.Y. and Tian, Y. and Wang, C. and Chen, Y.H. and Liu, F.B. and Belagiannis, V. and Carneiro, G.",
        TITLE = "Translation Consistent Semi-Supervised Segmentation for 3D Medical
Images",
        JOURNAL = MedImg,
        VOLUME = "44",
        YEAR = "2025",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "952-968",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70687"}

@article{bb73010,
        AUTHOR = "Du, G.X. and Wu, R. and Xu, J.M. and Zeng, X. and Xiong, S.W.",
        TITLE = "Dual Diversity and Pseudo-Label Correction Learning for
Semi-Supervised Medical Image Segmentation",
        JOURNAL = IJIST,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "5",
        PAGES = "e70194",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70688"}

@article{bb73011,
        AUTHOR = "Zeng, X. and Xiong, S.W. and Xu, J.M. and Du, G.X. and Rong, Y.",
        TITLE = "Uncertainty Co-Estimator for Improving Semi-Supervised Medical Image
Segmentation",
        JOURNAL = MedImg,
        VOLUME = "44",
        YEAR = "2025",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "3870-3881",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70689"}

@article{bb73012,
        AUTHOR = "Guo, X.R. and Lu, Y. and Zuo, Y. and Wang, J.X. and Zheng, Y.J.",
        TITLE = "IEDC-Net: Internal-External Dual Correction Mechanisms for
Semi-Supervised Medical Image Segmentation",
        JOURNAL = IJIST,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "5",
        PAGES = "e70163",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70690"}

@article{bb73013,
        AUTHOR = "Yu, B.Q. and Liu, Y.",
        TITLE = "Caudo-Diff: Diffusion calibrated pseudo labels in guided latent space
for minimally supervised medical segmentation",
        JOURNAL = PR,
        VOLUME = "170",
        YEAR = "2026",
        PAGES = "112007",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70691"}

@article{bb73014,
        AUTHOR = "Huang, Y. and Li, S.W. and Guo, Z. and Mei, Q. and Han, Z. and Wang, X.J. and Wang, H.Q.",
        TITLE = "Boundary feature alignment for semi-supervised medical image
segmentation",
        JOURNAL = PR,
        VOLUME = "170",
        YEAR = "2026",
        PAGES = "111946",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70692"}

@article{bb73015,
        AUTHOR = "Li, S.M. and Zhao, J.Y. and Hao, Y. and Zhang, C.X. and Song, Z.J.",
        TITLE = "Beyond the Distribution: Perturbation Toward Domain Distribution
Boundary for Strengthening Generalizable Semi-Supervised Segmentation",
        JOURNAL = SPLetters,
        VOLUME = "32",
        YEAR = "2025",
        PAGES = "3535-3539",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70693"}

@article{bb73016,
        AUTHOR = "Long, J.W. and Li, Y.W.",
        TITLE = "MaFMatch: Semi-Supervised Medical Image Segmentation Network Based on
Mixed Data and Feature Augmentation",
        JOURNAL = IJIST,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "6",
        PAGES = "e70228",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70694"}

@article{bb73017,
        AUTHOR = "Lv, Z. and Wu, Z.D. and Zhu, J.H.",
        TITLE = "Clustering-guided contrastive prototype learning: Towards
semi-supervised medical image segmentation",
        JOURNAL = PR,
        VOLUME = "171",
        YEAR = "2026",
        PAGES = "112321",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70695"}

@article{bb73018,
        AUTHOR = "Zheng, B. and Zhao, W. and Liu, W.T. and He, Z.Y. and Qin, C.B. and Yang, H.",
        TITLE = "Semi-supervised medical image segmentation via pseudo-labeling
refinement and dual-adaptive adjustment schemes",
        JOURNAL = PR,
        VOLUME = "171",
        YEAR = "2026",
        PAGES = "112310",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70696"}

@article{bb73019,
        AUTHOR = "Li, S. and Qi, L. and Yu, Q. and Huo, J. and Shi, Y.H. and Gao, Y.",
        TITLE = "Stitching, Fine-Tuning, and Re-Training: A SAM-Enabled Framework for
Semi-Supervised 3D Medical Image Segmentation",
        JOURNAL = MedImg,
        VOLUME = "44",
        YEAR = "2025",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "3909-3923",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70697"}

@article{bb73020,
        AUTHOR = "Zhang, Q.X. and Wang, H.N. and Li, X.M.",
        TITLE = "S&D Messenger: Exchanging Semantic and Domain Knowledge for Generic
Semi-Supervised Medical Image Segmentation",
        JOURNAL = MedImg,
        VOLUME = "44",
        YEAR = "2025",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "4487-4498",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70698"}

@article{bb73021,
        AUTHOR = "Chen, X. and Tong, L. and Zhao, H.X. and Du, B.",
        TITLE = "Uncertainty-Guided Adaptive Correction for Semi-Supervised Medical
Image Segmentation",
        JOURNAL = IP,
        VOLUME = "34",
        YEAR = "2025",
        PAGES = "7975-7988",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70699"}

@article{bb73022,
        AUTHOR = "Li, Z. and Shan, D.D. and Li, Y.X. and Kinahan, P.E. and Hong, Q.Q.",
        TITLE = "Scale-aware adaptive supervised network with limited medical
annotations",
        JOURNAL = PR,
        VOLUME = "172",
        YEAR = "2026",
        PAGES = "112743",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70700"}

@article{bb73023,
        AUTHOR = "Wu, H. and Wang, C. and Cui, Z.M.",
        TITLE = "Dual Cross-Image Semantic Consistency with Self-Aware Pseudo Labeling
for Semi-Supervised Medical Image Segmentation",
        JOURNAL = MedImg,
        VOLUME = "45",
        YEAR = "2026",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "177-189",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70701"}

@article{bb73024,
        AUTHOR = "Shen, Z.Q. and Cao, P. and Zhou, Q.H. and Yang, J.Z. and Zaiane, O.R.",
        TITLE = "Collaborative Learning of Augmentation and Disentanglement for
Semi-Supervised Domain Generalized Medical Image Segmentation",
        JOURNAL = MedImg,
        VOLUME = "45",
        YEAR = "2026",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "281-295",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70702"}

@article{bb73025,
        AUTHOR = "Xu, Z. and Chen, C. and Lu, D. and Sun, J.H. and Wei, D. and Zheng, Y.F. and Li, Q.Z. and Tong, R.K.Y.",
        TITLE = "GM-ABS: Promptable Generalist Model Drives Active Barely Supervised
Training in Specialist Model for 3D Medical Image Segmentation",
        JOURNAL = MedImg,
        VOLUME = "45",
        YEAR = "2026",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "308-319",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70703"}

@article{bb73026,
        AUTHOR = "Cheng, Y.Z. and Zhou, X. and Wang, G.",
        TITLE = "Multi-model co-training for medical image segmentation with limited
annotation",
        JOURNAL = PR,
        VOLUME = "173",
        YEAR = "2026",
        PAGES = "112885",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70704"}

@inproceedings{bb73027,
        AUTHOR = "Kumari, S. and Singh, P.",
        TITLE = "Leveraging Fixed and Dynamic Pseudo-Labels in Cross-Supervision
Framework for Semi-Supervised Medical Image Segmentation",
        BOOKTITLE = WiCV25,
        YEAR = "2025",
        PAGES = "3491-3501",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70705"}

@article{bb73028,
        AUTHOR = "Zuo, W.B. and Liu, H.Y. and Wang, H. and Zeng, L.Q. and Tang, N.N. and Shang, F. and Wan, L. and Deng, J.J.",
        TITLE = "Enhancing the impact of model performance gains for semi-supervised
medical image segmentation",
        JOURNAL = PR,
        VOLUME = "174",
        YEAR = "2026",
        PAGES = "112889",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70706"}

@article{bb73029,
        AUTHOR = "Zeng, Y. and Zhu, J.L.",
        TITLE = "Language-Prompted Dynamic Learning for Semi-Supervised Medical Image
Segmentation",
        JOURNAL = SPLetters,
        VOLUME = "33",
        YEAR = "2026",
        PAGES = "668-672",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70707"}

@article{bb73030,
        AUTHOR = "Huang, S.Y. and Wang, S.D. and Zhang, K. and Wu, W.H. and Liu, Y.Y. and Liu, T.Y. and Pang, S.C.",
        TITLE = "Enhancing Semi-Supervised Medical Image Segmentation via Semantic
Transfer",
        JOURNAL = PR,
        VOLUME = "175",
        YEAR = "2026",
        PAGES = "113039",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70708"}

@article{bb73031,
        AUTHOR = "Chen, J.K. and Duan, H.R. and Zhang, X. and Gao, B. and Grau, V. and Han, J.G.",
        TITLE = "From Gaze to Insight: Bridging Human Visual Attention and Vision
Language Model Explanation for Weakly-Supervised Medical Image
Segmentation",
        JOURNAL = MedImg,
        VOLUME = "45",
        YEAR = "2026",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1051-1061",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70709"}

@article{bb73032,
        AUTHOR = "Nguyen, H.T. and Nguyen, T.H. and Lam, B.T. and Vu, V. and Nguyen, B.X. and Xing, J.H. and Wang, T.Y. and Li, X.J. and Xu, M.",
        TITLE = "Adaptive knowledge transferring with switching dual-student framework
for semi-supervised medical image segmentation",
        JOURNAL = PR,
        VOLUME = "175",
        YEAR = "2026",
        PAGES = "113115",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70710"}

@article{bb73033,
        AUTHOR = "Stenger, A. and Baudrier, E. and Passat, N. and Naegel, B.",
        TITLE = "Unsupervised Domain Adaptation in Biomedical Images Segmentation With
Guided Diffusion Generative Prior",
        JOURNAL = IP,
        VOLUME = "35",
        YEAR = "2026",
        PAGES = "3690-3704",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70711"}

@article{bb73034,
        AUTHOR = "Zhang, Z. and Ma, Q.K. and Zhang, Y.H. and Chen, Z.Y. and Chen, J. and Zheng, H.R.",
        TITLE = "InterTeach: A Novel Approach for Semi-Supervised Medical Image
Segmentation Using Cooperative Teacher-Student Networks",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "5123-5131",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70712"}

@article{bb73035,
        AUTHOR = "Kuang, J.C. and Bian, X.J. and Feng, S.Y. and Pei, S.F. and Liu, Z.B. and Lan, R. and Pan, X.P.",
        TITLE = "Federated semi-supervised medical image segmentation with temporal
fluctuation aggregation and pseudo-label relation mining",
        JOURNAL = PR,
        VOLUME = "177",
        YEAR = "2026",
        PAGES = "113338",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70713"}

@article{bb73036,
        AUTHOR = "Chang, S.L. and Sui, X.D. and Ding, Y.H. and Li, D.W. and Xue, J.",
        TITLE = "Dynamic domain-guided reciprocal network for semi-supervised medical
image segmentation",
        JOURNAL = PR,
        VOLUME = "177",
        YEAR = "2026",
        PAGES = "113302",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70714"}

@article{bb73037,
        AUTHOR = "Fang, L. and Xu, Y.Y. and Zhang, A. and Li, X. and Li, X.M. and Zhang, C.M.",
        TITLE = "Common Pattern Prior-Driven Semi-Supervised Medical Image
Segmentation",
        JOURNAL = MedImg,
        VOLUME = "45",
        YEAR = "2026",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "2198-2211",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70715"}

@article{bb73038,
        AUTHOR = "Wang, R. and Tang, F. and Huang, F.Y. and Li, S.X. and Xu, X. and Xu, Y.C. and Zhu, L.F. and Dong, W.M.",
        TITLE = "Boosting cross-domain semi-supervised medical image segmentation with
internal and external regularizations",
        JOURNAL = PR,
        VOLUME = "179",
        YEAR = "2026",
        PAGES = "113515",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70716"}

@article{bb73039,
        AUTHOR = "Lu, W.J. and Hong, Y. and Yang, Y.",
        TITLE = "Harmonizing Generalization and Specialization: Uncertainty-Informed
Collaborative Learning for Semi-Supervised Medical Image Segmentation",
        JOURNAL = MedImg,
        VOLUME = "45",
        YEAR = "2026",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "2897-2908",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70717"}

@article{bb73040,
        AUTHOR = "Zhao, X.W. and Li, C.L. and Tang, J. and Li, C.F.",
        TITLE = "Medical image segmentation via Attention-enhanced Mamba with
learnable Symmetry scan and a benchmark",
        JOURNAL = PR,
        VOLUME = "179",
        YEAR = "2026",
        PAGES = "113680",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70718"}

@article{bb73041,
        AUTHOR = "Chi, Q. and Liu, Y.H. and Zhang, Y. and Liu, Z.D. and Wu, F.Z. and Dillenseger, J.L. and Shu, H.Z.",
        TITLE = "Mask Correction and Contrastive Feature Aggregation for few-shot
medical image segmentation",
        JOURNAL = PR,
        VOLUME = "179",
        YEAR = "2026",
        PAGES = "113790",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70719"}

@article{bb73042,
        AUTHOR = "Huang, Y. and Li, S. and Li, J. and Han, Z. and Yang, Q. and Wang, J. and Lin, J. and Wang, X. and Wang, H.Q.",
        TITLE = "Towards generic semi-supervised 3D medical image segmentation from a
frequency shortcut view",
        JOURNAL = PR,
        VOLUME = "179",
        YEAR = "2026",
        PAGES = "113761",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70720"}

@article{bb73043,
        AUTHOR = "Yang, C. and Zhang, X. and Qu, J. and Jiang, S.C.",
        TITLE = "Enhancing robustness in few-shot medical image segmentation: An
adversarial registration-segmentation joint learning framework",
        JOURNAL = PR,
        VOLUME = "180",
        YEAR = "2026",
        PAGES = "113912",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70721"}

@article{bb73044,
        AUTHOR = "Jiang, R.M. and Fan, Z.X. and Wu, J.H. and Zhu, L. and Huang, X. and Wang, T.Y. and Huang, H. and Xu, M.",
        TITLE = "Enhancing weakly supervised 3D medical image segmentation through
probabilistic-aware learning",
        JOURNAL = PR,
        VOLUME = "180",
        YEAR = "2026",
        PAGES = "113973",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70722"}

@article{bb73045,
        AUTHOR = "Yu, M. and Jia, Z.Y. and Tian, Y. and Diao, Y.J. and Gao, J. and Liu, Z.Q. and Li, X.",
        TITLE = "DVCL: Dual-Level View Consistency Learning for Semi-Supervised
Medical Image Segmentation",
        JOURNAL = SPLetters,
        VOLUME = "33",
        YEAR = "2026",
        PAGES = "2730-2734",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70723"}

@article{bb73046,
        AUTHOR = "Zhang, Z. and He, L.H.",
        TITLE = "SAM foundation model and expert model cross prompting framework for
semi-supervised medical image segmentation",
        JOURNAL = JVCIR,
        VOLUME = "119",
        YEAR = "2026",
        PAGES = "104876",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70724"}

@article{bb73047,
        AUTHOR = "Liu, J.C. and Wang, Y.F. and He, D.Y. and Zhou, J.J. and Pan, Z.F.",
        TITLE = "CPLN: Consistent pseudo-label noise learning for semi-supervised
medical image classification",
        JOURNAL = PR,
        VOLUME = "180",
        YEAR = "2026",
        PAGES = "114270",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70725"}

@article{bb73048,
        AUTHOR = "Zhou, W. and Shi, C.C. and Lin, X.N. and Wang, J. and Yi, Y.",
        TITLE = "HCNet: A Hierarchical Iterative Self-Correcting Network for
semi-supervised medical image segmentation",
        JOURNAL = PR,
        VOLUME = "180",
        YEAR = "2026",
        PAGES = "114612",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70726"}

@inproceedings{bb73049,
        AUTHOR = "Kumari, S. and Singh, P.",
        TITLE = "Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "10404-10413",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70727"}

@inproceedings{bb73050,
        AUTHOR = "Ma, Q.H. and Zhang, J. and Li, Z.K. and Qi, L. and Yu, Q. and Shi, Y.H.",
        TITLE = "Steady Progress Beats Stagnation: Mutual Aid of Foundation and
Conventional Models in Mixed Domain Semi-Supervised Medical Image
Segmentation",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "5175-5185",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70728"}

@inproceedings{bb73051,
        AUTHOR = "Hu, M. and Yin, J. and Ma, Z.Z. and Ma, J.H. and Zhu, F.Y. and Wu, B.B. and Wen, Y. and Wu, M. and Hu, C. and Hu, B.L. and Wang, Q.",
        TITLE = "beta-FFT: Nonlinear Interpolation and Differentiated Training Strategies
for Semi-Supervised Medical Image Segmentation",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "30839-30849",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70729"}

@inproceedings{bb73052,
        AUTHOR = "Assefa, M. and Naseer, M. and Ganapathi, I.I. and Ali, S.S. and Seghier, M.L. and Werghi, N.",
        TITLE = "DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning
for Semi-supervised Medical Image Segmentation",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "30850-30860",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70730"}

@inproceedings{bb73053,
        AUTHOR = "Zhang, Z. and Yin, G.C. and Zhang, B. and Liu, W. and Zhou, X.Z. and Wang, W.D.",
        TITLE = "A Semantic Knowledge Complementarity based Decoupling Framework for
Semi-supervised Class-imbalanced Medical Image Segmentation",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "25940-25949",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70731"}

@inproceedings{bb73054,
        AUTHOR = "Xu, M. and Yang, H. and Song, B. and Hu, W. and Miao, J. and Cheng, E.",
        TITLE = "Cross Image Feature Perturbation with Pseudo Label Fusion for
Semi-Supervised Medical Image Segmentation",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "7337-7347",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70732"}

@inproceedings{bb73055,
        AUTHOR = "Liu, Q.Y. and Henderson, P. and Gu, X. and Dai, H. and Deligianni, F.",
        TITLE = "Learning Semi-Supervised Medical Image Segmentation from Spatial
Registration",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "6383-6393",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70733"}

@inproceedings{bb73056,
        AUTHOR = "Gao, N. and Zhou, S.P. and Wang, L. and Zheng, N.N.",
        TITLE = "PMT: Progressive Mean Teacher via Exploring Temporal Consistency for
Semi-Supervised Medical Image Segmentation",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "LXVIII: 144-160",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70734"}

@inproceedings{bb73057,
        AUTHOR = "Liu, Y.F. and Wang, Z.Y. and Chen, T.X. and Ye, Z.",
        TITLE = "Quadruple-Consistency Vision Transformer for Medical Image
Segmentation with Limited Number of Sparse Annotations",
        BOOKTITLE = ICIP24,
        YEAR = "2024",
        PAGES = "2101-2107",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70735"}

@inproceedings{bb73058,
        AUTHOR = "Bai, Y.H. and Chen, D. and Li, Q.L. and Shen, W. and Wang, Y.",
        TITLE = "Bidirectional Copy-Paste for Semi-Supervised Medical Image
Segmentation",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "11514-11524",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70736"}

@inproceedings{bb73059,
        AUTHOR = "Basak, H. and Yin, Z.Z.",
        TITLE = "Pseudo-Label Guided Contrastive Learning for Semi-Supervised Medical
Image Segmentation",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "19786-19797",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70737"}

@inproceedings{bb73060,
        AUTHOR = "Miao, J.Z. and Chen, C. and Liu, F. and Wei, H. and Heng, P.A.",
        TITLE = "CauSSL: Causality-Inspired Semi-Supervised Learning for Medical Image
Segmentation",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "21369-21380",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70738"}

@inproceedings{bb73061,
        AUTHOR = "Qiu, M. and Zhang, J. and Qi, L. and Yu, Q. and Shi, Y.H. and Gao, Y.",
        TITLE = "The Devil Is in the Statistics: Mitigating and Exploiting Statistics
Difference for Generalizable Semi-supervised Medical Image Segmentation",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "LIV: 74-91",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70739"}

@inproceedings{bb73062,
        AUTHOR = "Qi, W.B. and Wu, J. and Chan, S.C.",
        TITLE = "Gradient-aware for Class-imbalanced Semi-supervised Medical Image
Segmentation",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "LV: 473-490",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70740"}

@inproceedings{bb73063,
        AUTHOR = "Chi, H.Y. and Pang, J. and Zhang, B.F. and Liu, W.F.",
        TITLE = "Adaptive Bidirectional Displacement for Semi-Supervised Medical Image
Segmentation",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "4070-4080",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70741"}

@inproceedings{bb73064,
        AUTHOR = "Zhou, Y.F. and Huang, J.X. and Wang, C.L. and Song, L. and Yang, G.",
        TITLE = "XNet: Wavelet-Based Low and High Frequency Fusion Networks for Fully-
and Semi-Supervised Semantic Segmentation of Biomedical Images",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "21028-21039",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70742"}

@inproceedings{bb73065,
        AUTHOR = "Wang, Z.Y. and Ma, C.Y.",
        TITLE = "Dual-Contrastive Dual-Consistency Dual-Transformer:
A Semi-Supervised Approach to Medical Image Segmentation",
        BOOKTITLE = NIVT23,
        YEAR = "2023",
        PAGES = "870-879",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70743"}

@inproceedings{bb73066,
        AUTHOR = "Chai, L. and Liu, Q.",
        TITLE = "Semi-Supervised Semantic Segmentation of Class-Imbalanced Images: A
Hierarchical Self-Attention Generative Adversarial Network",
        BOOKTITLE = ICIVC22,
        YEAR = "2022",
        PAGES = "398-404",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70744"}

@inproceedings{bb73067,
        AUTHOR = "Wang, Z.Y. and Li, T.Z. and Zheng, J.Q. and Huang, B.",
        TITLE = "When CNN Meet with VIT: Towards Semi-supervised Learning for
Multi-class Medical Image Semantic Segmentation",
        BOOKTITLE = MIA-COVID19D22,
        YEAR = "2022",
        PAGES = "424-441",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70745"}

@inproceedings{bb73068,
        AUTHOR = "Zhao, Z.Y. and Zhu, A.D. and Zeng, Z. and Veeravalli, B. and Guan, C.T.",
        TITLE = "ACT-NET: Asymmetric Co-Teacher Network for Semi-Supervised
Memory-Efficient Medical Image Segmentation",
        BOOKTITLE = ICIP22,
        YEAR = "2022",
        PAGES = "1426-1430",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semee5.html#TT70746"}

@article{bb73069,
        AUTHOR = "Csurka, G. and Perronnin, F.",
        TITLE = "An Efficient Approach to Semantic Segmentation",
        JOURNAL = IJCV,
        VOLUME = "95",
        YEAR = "2011",
        NUMBER = "2",
        MONTH = "November",
        PAGES = "198-212",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70747"}

@inproceedings{bb73070,
        AUTHOR = "Csurka, G. and Perronnin, F.",
        TITLE = "A Simple High Performance Approach to Semantic Segmentation",
        BOOKTITLE = BMVC08,
        YEAR = "2008",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70748"}

@inproceedings{bb73071,
        AUTHOR = "Perronnin, F. and Dance, C.R.",
        TITLE = "Fisher Kernels on Visual Vocabularies for Image Categorization",
        BOOKTITLE = CVPR07,
        YEAR = "2007",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70749"}

@inproceedings{bb73072,
        AUTHOR = "Perronnin, F. and Dance, C.R. and Csurka, G. and Bressan, M.",
        TITLE = "Adapted Vocabularies for Generic Visual Categorization",
        BOOKTITLE = ECCV06,
        YEAR = "2006",
        PAGES = "IV: 464-475",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70750"}

@inproceedings{bb73073,
        AUTHOR = "Csurka, G. and Dance, C.R. and Perronnin, F. and Willamowski, J.",
        TITLE = "Generic Visual Categorization Using Weak Geometry",
        BOOKTITLE = "CLOR06",
        YEAR = "2006",
        PAGES = "207-224",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70751"}

@inproceedings{bb73074,
        AUTHOR = "Csurka, G. and Willamowski, J. and Dance, C.R. and Perronnin, F.",
        TITLE = "Incorporating Geometry Information with Weak Classifiers for Improved
Generic Visual Categorization",
        BOOKTITLE = CIAP05,
        YEAR = "2005",
        PAGES = "612-620",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70752"}

@article{bb73075,
        AUTHOR = "Kemmler, M. and Rodner, E. and Wacker, E.S. and Denzler, J.",
        TITLE = "One-Class Classification with Gaussian Processes",
        JOURNAL = PR,
        VOLUME = "46",
        YEAR = "2013",
        NUMBER = "12",
        PAGES = "3507-3518",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70753"}

@inproceedings{bb73076,
        AUTHOR = "Kemmler, M. and Rodner, E. and Denzler, J.",
        TITLE = "One-Class Classification with Gaussian Processes",
        BOOKTITLE = ACCV10,
        YEAR = "2010",
        PAGES = "II: 489-500",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70753"}

@inproceedings{bb73077,
        AUTHOR = "Kemmler, M. and Rodner, E. and Denzler, J.",
        TITLE = "Global Context Extraction for Object Recognition Using a Combination of
Range and Visual Features",
        BOOKTITLE = Dyn3D09,
        YEAR = "2009",
        PAGES = "96-109",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70754"}

@inproceedings{bb73078,
        AUTHOR = "Bodesheim, P. and Freytag, A. and Rodner, E. and Denzler, J.",
        TITLE = "Approximations of Gaussian Process Uncertainties for Visual Recognition
Problems",
        BOOKTITLE = SCIA13,
        YEAR = "2013",
        PAGES = "182-194",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70755"}

@inproceedings{bb73079,
        AUTHOR = "Bodesheim, P. and Rodner, E. and Freytag, A. and Denzler, J.",
        TITLE = "Divergence-Based One-Class Classification Using Gaussian Processes",
        BOOKTITLE = BMVC12,
        YEAR = "2012",
        PAGES = "50",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70756"}

@inproceedings{bb73080,
        AUTHOR = "Kading, C. and Freytag, A. and Rodner, E. and Perino, A. and Denzler, J.",
        TITLE = "Large-Scale Active Learning with Approximations of Expected Model
Output Changes",
        BOOKTITLE = GCPR16,
        YEAR = "2016",
        PAGES = "179-191",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70757"}

@inproceedings{bb73081,
        AUTHOR = "Freytag, A. and Rodner, E. and Denzler, J.",
        TITLE = "Selecting Influential Examples: Active Learning with Expected Model
Output Changes",
        BOOKTITLE = ECCV14,
        YEAR = "2014",
        PAGES = "IV: 562-577",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70758"}

@article{bb73082,
        AUTHOR = "Rodner, E. and Freytag, A. and Bodesheim, P. and Frohlich, B. and Denzler, J.",
        TITLE = "Large-Scale Gaussian Process Inference with Generalized Histogram
Intersection Kernels for Visual Recognition Tasks",
        JOURNAL = IJCV,
        VOLUME = "121",
        YEAR = "2017",
        NUMBER = "2",
        MONTH = "January",
        PAGES = "253-280",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70759"}

@inproceedings{bb73083,
        AUTHOR = "Freytag, A. and Rodner, E. and Bodesheim, P. and Denzler, J.",
        TITLE = "Labeling Examples That Matter:
Relevance-Based Active Learning with Gaussian Processes",
        BOOKTITLE = GCPR13,
        YEAR = "2013",
        PAGES = "282-291",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70760"}

@inproceedings{bb73084,
        AUTHOR = "Freytag, A. and Rodner, E. and Bodesheim, P. and Denzler, J.",
        TITLE = "Rapid Uncertainty Computation with Gaussian Processes and Histogram
Intersection Kernels",
        BOOKTITLE = ACCV12,
        YEAR = "2012",
        PAGES = "II:511-524",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70761"}

@inproceedings{bb73085,
        AUTHOR = "Freytag, A. and Frohlich, B. and Rodner, E. and Denzler, J.",
        TITLE = "Efficient semantic segmentation with Gaussian processes and histogram
intersection kernels",
        BOOKTITLE = ICPR12,
        YEAR = "2012",
        PAGES = "3313-3316",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70762"}

@inproceedings{bb73086,
        AUTHOR = "Rodner, E. and Freytag, A. and Bodesheim, P. and Denzler, J.",
        TITLE = "Large-Scale Gaussian Process Classification with Flexible Adaptive
Histogram Kernels",
        BOOKTITLE = ECCV12,
        YEAR = "2012",
        PAGES = "IV: 85-98",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70763"}

@inproceedings{bb73087,
        AUTHOR = "Rodner, E. and Hegazy, D. and Denzler, J.",
        TITLE = "Multiple kernel Gaussian process classification for generic 3D object
recognition",
        BOOKTITLE = IVCNZ10,
        YEAR = "2010",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70764"}

@article{bb73088,
        AUTHOR = "Pei, D.L. and Li, Z.G. and Ji, R.R. and Sun, F.C.",
        TITLE = "Efficient semantic image segmentation with multi-class ranking prior",
        JOURNAL = CVIU,
        VOLUME = "120",
        YEAR = "2014",
        NUMBER = "1",
        PAGES = "81-90",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70765"}

@article{bb73089,
        AUTHOR = "Diebold, J. and Nieuwenhuis, C. and Cremers, D.",
        TITLE = "Midrange Geometric Interactions for Semantic Segmentation",
        JOURNAL = IJCV,
        VOLUME = "117",
        YEAR = "2016",
        NUMBER = "3",
        MONTH = "May",
        PAGES = "199-225",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70766"}

@inproceedings{bb73090,
        AUTHOR = "Nieuwenhuis, C. and Strekalovskiy, E. and Cremers, D.",
        TITLE = "Proportion Priors for Image Sequence Segmentation",
        BOOKTITLE = ICCV13,
        YEAR = "2013",
        PAGES = "2328-2335",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70767"}

@inproceedings{bb73091,
        AUTHOR = "Strekalovskiy, E. and Nieuwenhuis, C. and Cremers, D.",
        TITLE = "Nonmetric Priors for Continuous Multilabel Optimization",
        BOOKTITLE = ECCV12,
        YEAR = "2012",
        PAGES = "VII: 208-221",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70768"}

@inproceedings{bb73092,
        AUTHOR = "Hazirbas, C. and Diebold, J. and Cremers, D.",
        TITLE = "Optimizing the Relevance-Redundancy Tradeoff for Efficient Semantic
Segmentation",
        BOOKTITLE = SSVM15,
        YEAR = "2015",
        PAGES = "243-255",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70769"}

@article{bb73093,
        AUTHOR = "Yang, Z.E. and Yu, H.S. and Feng, M.T. and Sun, W. and Lin, X.F. and Sun, M.G. and Mao, Z.H. and Mian, A.",
        TITLE = "Small Object Augmentation of Urban Scenes for Real-Time Semantic
Segmentation",
        JOURNAL = IP,
        VOLUME = "29",
        YEAR = "2020",
        PAGES = "5175-5190",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70770"}

@article{bb73094,
        AUTHOR = "Choi, H. and Ahn, H. and Kim, J. and Jeon, M.",
        TITLE = "ADFNet:
Accumulated decoder features for real-time semantic segmentation",
        JOURNAL = IET-CV,
        VOLUME = "14",
        YEAR = "2020",
        NUMBER = "8",
        MONTH = "December",
        PAGES = "555-563",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70771"}

@article{bb73095,
        AUTHOR = "Valada, A. and Mohan, R. and Burgard, W.",
        TITLE = "Self-Supervised Model Adaptation for Multimodal Semantic Segmentation",
        JOURNAL = IJCV,
        VOLUME = "128",
        YEAR = "2020",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "1239-1285",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70772"}

@article{bb73096,
        AUTHOR = "Mohan, R. and Valada, A.",
        TITLE = "EfficientPS: Efficient Panoptic Segmentation",
        JOURNAL = IJCV,
        VOLUME = "129",
        YEAR = "2021",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "1551-1579",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70773"}

@article{bb73097,
        AUTHOR = "El Houfi, S. and Majda, A.",
        TITLE = "Efficient use of recent progresses for Real-time Semantic segmentation",
        JOURNAL = MVA,
        VOLUME = "31",
        YEAR = "2020",
        NUMBER = "6",
        MONTH = "August",
        PAGES = "Article45",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70774"}

@article{bb73098,
        AUTHOR = "Orsic, M. and Segvic, S.",
        TITLE = "Efficient semantic segmentation with pyramidal fusion",
        JOURNAL = PR,
        VOLUME = "110",
        YEAR = "2021",
        PAGES = "107611",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70775"}

@article{bb73099,
        AUTHOR = "Liu, M.Y. and Yin, H.J.",
        TITLE = "Efficient pyramid context encoding and feature embedding for semantic
segmentation",
        JOURNAL = IVC,
        VOLUME = "111",
        YEAR = "2021",
        PAGES = "104195",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350efse4.html#TT70776"}

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