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@inproceedings{bb70004,
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        AUTHOR = "Zhang, W. and Zeng, S. and Wang, D. and Xue, X.Y.",
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@inproceedings{bb70006,
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        AUTHOR = "Liu, Y. and Liu, J. and Li, Z.C. and Tang, J.H. and Lu, H.Q.",
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@article{bb70008,
        AUTHOR = "Song, Y. and Ou, Z.",
        TITLE = "Semi-Supervised Seq2seq Joint-Stochastic-Approximation Autoencoders
With Applications to Semantic Parsing",
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@article{bb70009,
        AUTHOR = "Liang, C.B. and Cheng, B. and Xiao, B.H. and He, C.Q. and Liu, X.N. and Jia, N. and Chen, J.F.",
        TITLE = "Semi-/Weakly-Supervised Semantic Segmentation Method and Its
Application for Coastal Aquaculture Areas Based on Multi-Source
Remote Sensing Images: Taking the Fujian Coastal Area (Mainly Sanduo)
as an Example",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "6",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67742"}

@article{bb70010,
        AUTHOR = "Hu, P. and Sclaroff, S. and Saenko, K.",
        TITLE = "Leveraging Geometric Structure for Label-Efficient Semi-Supervised
Scene Segmentation",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "6320-6330",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67743"}

@article{bb70011,
        AUTHOR = "Guo, X.Q. and Liu, J. and Yuan, Y.X.",
        TITLE = "Semantic-Oriented Labeled-to-Unlabeled Distribution Translation for
Image Segmentation",
        JOURNAL = MedImg,
        VOLUME = "41",
        YEAR = "2022",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "434-445",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67744"}

@inproceedings{bb70012,
        AUTHOR = "Guo, X.Q. and Yang, C. and Li, B. and Yuan, Y.X.",
        TITLE = "MetaCorrection: Domain-aware Meta Loss Correction for Unsupervised
Domain Adaptation in Semantic Segmentation",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "3926-3935",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67745"}

@article{bb70013,
        AUTHOR = "Cao, C. and Lin, T.W. and He, D.L. and Li, F. and Yue, H.J. and Yang, J.Y. and Ding, E.",
        TITLE = "Adversarial Dual-Student with Differentiable Spatial Warping for
Semi-Supervised Semantic Segmentation",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "793-803",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67746"}

@article{bb70014,
        AUTHOR = "Kim, S. and Chikontwe, P. and An, S. and Park, S.H.",
        TITLE = "Uncertainty-aware semi-supervised few shot segmentation",
        JOURNAL = PR,
        VOLUME = "137",
        YEAR = "2023",
        PAGES = "109292",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67747"}

@article{bb70015,
        AUTHOR = "Zang, Y.H. and Zhou, K.Y. and Huang, C. and Loy, C.C.",
        TITLE = "Semi-Supervised and Long-Tailed Object Detection with CascadeMatch",
        JOURNAL = IJCV,
        VOLUME = "131",
        YEAR = "2023",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "987-1001",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67748"}

@article{bb70016,
        AUTHOR = "Chen, J.K. and Zhang, J.G. and Debattista, K. and Han, J.G.",
        TITLE = "Semi-Supervised Unpaired Medical Image Segmentation Through
Task-Affinity Consistency",
        JOURNAL = MedImg,
        VOLUME = "42",
        YEAR = "2023",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "594-605",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67749"}

@article{bb70017,
        AUTHOR = "Wu, F.P. and Zhuang, X.H.",
        TITLE = "Minimizing Estimated Risks on Unlabeled Data: A New Formulation for
Semi-Supervised Medical Image Segmentation",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "6021-6036",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67750"}

@article{bb70018,
        AUTHOR = "Wu, L.S. and Fang, L.Y. and He, X.X. and He, M. and Ma, J.Y. and Zhong, Z.",
        TITLE = "Querying Labeled for Unlabeled: Cross-Image Semantic Consistency
Guided Semi-Supervised Semantic Segmentation",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "8827-8844",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67751"}

@article{bb70019,
        AUTHOR = "Gu, R. and Zhang, J.Y. and Wang, G. and Lei, W.H. and Song, T. and Zhang, X.F. and Li, K. and Zhang, S.T.",
        TITLE = "Contrastive Semi-Supervised Learning for Domain Adaptive Segmentation
Across Similar Anatomical Structures",
        JOURNAL = MedImg,
        VOLUME = "42",
        YEAR = "2023",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "245-256",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67752"}

@article{bb70020,
        AUTHOR = "Dang, B. and Li, Y.S. and Zhang, Y.J. and Ma, J.Y.",
        TITLE = "Progressive Learning With Cross-Window Consistency for
Semi-Supervised Semantic Segmentation",
        JOURNAL = IP,
        VOLUME = "33",
        YEAR = "2024",
        PAGES = "5219-5231",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67753"}

@article{bb70021,
        AUTHOR = "Wang, Y. and Xuan, Z.W. and Ho, C. and Qi, G.J.",
        TITLE = "Adversarial Dense Contrastive Learning for Semi-Supervised Semantic
Segmentation",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "4459-4471",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67754"}

@article{bb70022,
        AUTHOR = "Lee, M. and Lee, S. and Lee, J. and Shim, H.J.",
        TITLE = "Saliency as Pseudo-Pixel Supervision for Weakly and Semi-Supervised
Semantic Segmentation",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "12341-12357",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67755"}

@inproceedings{bb70023,
        AUTHOR = "Lee, S. and Lee, M. and Lee, J. and Shim, H.J.",
        TITLE = "Railroad is not a Train: Saliency as Pseudo-pixel Supervision for
Weakly Supervised Semantic Segmentation",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "5491-5501",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67756"}

@article{bb70024,
        AUTHOR = "Hou, Y.Z. and Gould, S. and Zheng, L.",
        TITLE = "View-coherent correlation consistency for semi-supervised semantic
segmentation",
        JOURNAL = PR,
        VOLUME = "147",
        YEAR = "2024",
        PAGES = "110089",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67757"}

@article{bb70025,
        AUTHOR = "Chen, Z.J. and Zhuo, W. and Wang, T.F. and Cheng, J. and Xue, W.F. and Ni, D.",
        TITLE = "Semi-Supervised Representation Learning for Segmentation on Medical
Volumes and Sequences",
        JOURNAL = MedImg,
        VOLUME = "42",
        YEAR = "2023",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "3972-3986",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67758"}

@article{bb70026,
        AUTHOR = "Wu, J.W. and Fan, H.Y. and Li, Z.Y. and Liu, G.H. and Lin, S.",
        TITLE = "Information Transfer in Semi-Supervised Semantic Segmentation",
        JOURNAL = CirSysVideo,
        VOLUME = "34",
        YEAR = "2024",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "1174-1185",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67759"}

@article{bb70027,
        AUTHOR = "Wang, Y.S. and Jang, J. and Kim, C.",
        TITLE = "Subdivided Mask Dispersion Framework for Semi-Supervised Semantic
Segmentation",
        JOURNAL = PRL,
        VOLUME = "179",
        YEAR = "2024",
        PAGES = "58-64",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67760"}

@article{bb70028,
        AUTHOR = "Miao, J.Z. and Zhou, S.P. and Zhou, G.Q. and Wang, K.N. and Yang, M. and Zhou, S. and Chen, Y.",
        TITLE = "SC-SSL: Self-Correcting Collaborative and Contrastive Co-Training
Model for Semi-Supervised Medical Image Segmentation",
        JOURNAL = MedImg,
        VOLUME = "43",
        YEAR = "2024",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1347-1364",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67761"}

@article{bb70029,
        AUTHOR = "Zhang, F. and Liu, H.Y. and Wang, J.J. and Lyu, J. and Cai, Q. and Li, H.F. and Dong, J.Y. and Zhang, D.",
        TITLE = "Cross Co-Teaching for Semi-Supervised Medical Image Segmentation",
        JOURNAL = PR,
        VOLUME = "152",
        YEAR = "2024",
        PAGES = "110426",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67762"}

@article{bb70030,
        AUTHOR = "Wu, Q.H. and Jiang, X.X. and Zhang, D. and Feng, Y.F. and Tang, J.H.",
        TITLE = "Cross-Set Data Augmentation for Semi-Supervised Medical Image
Segmentation",
        JOURNAL = IVC,
        VOLUME = "154",
        YEAR = "2025",
        PAGES = "105407",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67763"}

@article{bb70031,
        AUTHOR = "Zhang, R.T. and Zhu, H.Y. and Zhang, H.W. and Gong, C. and Zhou, J.T.Y. and Meng, F.M.",
        TITLE = "Blessing few-shot segmentation via semi-supervised learning with
noisy support images",
        JOURNAL = PR,
        VOLUME = "154",
        YEAR = "2024",
        PAGES = "110503",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67764"}

@inproceedings{bb70032,
        AUTHOR = "Zhang, R.T. and Zhu, H.Y. and Zhang, H.W. and Gong, C. and Zhou, J.T.Y. and Meng, F.M.",
        TITLE = "Semi-Supervised Few-Shot Segmentation with Noisy Support Images",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
        PAGES = "1550-1554",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67765"}

@article{bb70033,
        AUTHOR = "Xiao, H. and Hong, Y.T. and Dong, L. and Yan, D. and Xiong, J.J. and Zhuang, J.Y. and Liang, D. and Peng, C.B.",
        TITLE = "Multi-Level Label Correction by Distilling Proximate Patterns for
Semi-Supervised Semantic Segmentation",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "8077-8087",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67766"}

@article{bb70034,
        AUTHOR = "Xie, H.Y. and Wang, C.Q. and Zhao, J. and Liu, Y. and Dan, J. and Fu, C. and Sun, B.G.",
        TITLE = "PRCL: Probabilistic Representation Contrastive Learning for
Semi-Supervised Semantic Segmentation",
        JOURNAL = IJCV,
        VOLUME = "132",
        YEAR = "2024",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "4343-4361",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67767"}

@article{bb70035,
        AUTHOR = "Yin, J.J. and Yan, S. and Chen, T. and Chen, Y. and Yao, Y.Z.",
        TITLE = "Class Probability Space Regularization for semi-supervised semantic
segmentation",
        JOURNAL = CVIU,
        VOLUME = "249",
        YEAR = "2024",
        PAGES = "104146",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67768"}

@article{bb70036,
        AUTHOR = "Wang, J.H. and Ruan, D.S. and Li, Y. and Wang, Z.F. and Wu, Y.Q. and Tan, T. and Yang, G. and Jiang, M.F.",
        TITLE = "Data augmentation strategies for semi-supervised medical image
segmentation",
        JOURNAL = PR,
        VOLUME = "159",
        YEAR = "2025",
        PAGES = "111116",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67769"}

@article{bb70037,
        AUTHOR = "Yang, X. and Zhou, Q. and Wei, Z.Y. and Liu, H. and Wang, N.N. and Gao, X.B.",
        TITLE = "Elaborate Teacher: Improved Semi-Supervised Object Detection With
Rich Image Exploiting",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "11345-11357",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67770"}

@article{bb70038,
        AUTHOR = "Zeng, Q.J. and Xie, Y.T. and Lu, Z. 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/segment350semiss3.html#TT67771"}

@article{bb70039,
        AUTHOR = "Zeng, Q.J. and Xie, Y.T. and Lu, Z. 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/segment350semiss3.html#TT67772"}

@article{bb70040,
        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 = "Psges 3296-3311",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67773"}

@article{bb70041,
        AUTHOR = "Han, W.Q. and Jiang, W. and Geng, J. and Miao, W.",
        TITLE = "Difference-Complementary Learning and Label Reassignment for Multimodal
Semi-Supervised Semantic Segmentation of Remote Sensing Images",
        JOURNAL = IP,
        VOLUME = "34",
        YEAR = "2025",
        PAGES = "566-580",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67774"}

@article{bb70042,
        AUTHOR = "Hu, K. and Chen, X.B. and Chen, Z.N. and Zhang, Y. and Gao, X.",
        TITLE = "Multi-Perspective Pseudo-Label Generation and Confidence-Weighted
Training for Semi-Supervised Semantic Segmentation",
        JOURNAL = MultMed,
        VOLUME = "27",
        YEAR = "2025",
        PAGES = "300-311",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67775"}

@article{bb70043,
        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/segment350semiss3.html#TT67776"}

@article{bb70044,
        AUTHOR = "Qiao, P.C. and Wang, Y. and Liu, C. and Shang, L. and Sun, B.G. and Wang, Z.N. and Zheng, X.W. and Ji, R.R. and Chen, J.",
        TITLE = "Adaptive Fuzzy Positive Learning for Annotation-Scarce Semantic
Segmentation",
        JOURNAL = IJCV,
        VOLUME = "133",
        YEAR = "2025",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1048-1066",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67777"}

@inproceedings{bb70045,
        AUTHOR = "Qiao, P.C. and Wei, Z.D. and Wang, Y. and Wang, Z.N. and Song, G. and Xu, F. and Ji, X.Y. and Liu, C. and Chen, J.",
        TITLE = "Fuzzy Positive Learning for Semi-Supervised Semantic Segmentation",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "15465-15474",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67778"}

@article{bb70046,
        AUTHOR = "Zhang, R.X. and Xu, C. and Xu, F. and Yang, W. and He, G.J. and Yu, H. and Xia, G.S.",
        TITLE = "S3OD: Size-unbiased semi-supervised object detection in aerial images",
        JOURNAL = PandRS,
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        YEAR = "2025",
        PAGES = "179-192",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67779"}

@article{bb70047,
        AUTHOR = "Yang, L. and Zhao, Z. and Zhao, H.S.",
        TITLE = "UniMatch V2: Pushing the Limit of Semi-Supervised Semantic
Segmentation",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "3031-3048",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67780"}

@article{bb70048,
        AUTHOR = "Wang, H.C. and Wang, Y.C. and Shen, Y.J. and Fan, J.S. and Wang, Y.X. and Zhang, Z.X.",
        TITLE = "Using Unreliable Pseudo-Labels for Label-Efficient Semantic
Segmentation",
        JOURNAL = IJCV,
        VOLUME = "133",
        YEAR = "2025",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1476-1498",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67781"}

@inproceedings{bb70049,
        AUTHOR = "Wang, Y.C. and Wang, H.C. and Shen, Y.J. and Fei, J.J. and Li, W. and Jin, G.Q. and Wu, L.W. and Zhao, R. and Le, X.",
        TITLE = "Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "4238-4247",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67782"}

@article{bb70050,
        AUTHOR = "Ran, L.Y. and Li, Y. and Liang, G.Q. and Zhang, Y.N.",
        TITLE = "Pseudo Labeling Methods for Semi-Supervised Semantic Segmentation:
A Review and Future Perspectives",
        JOURNAL = CirSysVideo,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "3054-3080",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67783"}

@article{bb70051,
        AUTHOR = "Zhang, D.K. and Tang, Q. and Liu, F.G. and Mei, H.Q. and Chen, C.L.P.",
        TITLE = "Exploring Token-Level Augmentation in Vision Transformer for
Semi-Supervised Semantic Segmentation",
        JOURNAL = SPLetters,
        VOLUME = "32",
        YEAR = "2025",
        PAGES = "1885-1889",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67784"}

@article{bb70052,
        AUTHOR = "Ma, Q.K. and Zhang, Z. and Qiao, P.C. and Wang, Y. and Ji, R.R. and Liu, C. and Chen, J.",
        TITLE = "Dual-Level Masked Semantic Inference for Semi-Supervised Semantic
Segmentation",
        JOURNAL = MultMed,
        VOLUME = "27",
        YEAR = "2025",
        PAGES = "4029-4042",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67785"}

@article{bb70053,
        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/segment350semiss3.html#TT67786"}

@article{bb70054,
        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/segment350semiss3.html#TT67787"}

@article{bb70055,
        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/segment350semiss3.html#TT67788"}

@article{bb70056,
        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/segment350semiss3.html#TT67789"}

@article{bb70057,
        AUTHOR = "Huang, Y. and Li, S. 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/segment350semiss3.html#TT67790"}

@article{bb70058,
        AUTHOR = "Sun, W.J. and Lei, Y.J. and Hong, D.F. and Hu, Z.W. and Li, Q.Q. and Zhang, J.",
        TITLE = "RSProtoSemiSeg: Semi-supervised semantic segmentation of high spatial
resolution remote sensing images with probabilistic distribution
prototypes",
        JOURNAL = PandRS,
        VOLUME = "228",
        YEAR = "2025",
        PAGES = "771-784",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67791"}

@article{bb70059,
        AUTHOR = "Yin, J.J. and Chen, T. and Pei, G.S. and Liu, H.F. and Yao, Y.Z. and Nie, L.Q. and Hua, X.S.",
        TITLE = "Semi-Supervised Semantic Segmentation with Multi-Constraint
Consistency Learning",
        JOURNAL = MultMed,
        VOLUME = "27",
        YEAR = "2025",
        PAGES = "6449-6461",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67792"}

@article{bb70060,
        AUTHOR = "Li, S. and Zhao, J. 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/segment350semiss3.html#TT67793"}

@inproceedings{bb70061,
        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/segment350semiss3.html#TT67794"}

@inproceedings{bb70062,
        AUTHOR = "Lu, C.Y. and Derakhshandeh, K. and Chaterji, S.",
        TITLE = "Improving Semi-Supervised Semantic Segmentation with
Sliced-Wasserstein Feature Alignment and Uniformity",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "20233-20243",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67795"}

@inproceedings{bb70063,
        AUTHOR = "Karypidis, E. and Kakogeorgiou, I. and Gidaris, S. and Komodakis, N.",
        TITLE = "Advancing Semantic Future Prediction through Multimodal Visual
Sequence Transformers",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "3793-3803",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67796"}

@inproceedings{bb70064,
        AUTHOR = "Ma, Q. 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/segment350semiss3.html#TT67797"}

@inproceedings{bb70065,
        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/segment350semiss3.html#TT67798"}

@inproceedings{bb70066,
        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/segment350semiss3.html#TT67799"}

@inproceedings{bb70067,
        AUTHOR = "Thakur, R.S. and Kurmi, V.K.",
        TITLE = "Uncertainty and Energy based Loss Guided Semi-Supervised Semantic
Segmentation",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "8035-8045",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67800"}

@inproceedings{bb70068,
        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/segment350semiss3.html#TT67801"}

@inproceedings{bb70069,
        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/segment350semiss3.html#TT67802"}

@inproceedings{bb70070,
        AUTHOR = "Zhao, Z. and Wang, Z.C. and Wang, L. and Yu, D. and Yuan, Y.X. and Zhou, L.P.",
        TITLE = "Alternate Diverse Teaching for Semi-supervised Medical Image
Segmentation",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "V: 227-243",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67803"}

@inproceedings{bb70071,
        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/segment350semiss3.html#TT67804"}

@inproceedings{bb70072,
        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/segment350semiss3.html#TT67805"}

@inproceedings{bb70073,
        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/segment350semiss3.html#TT67806"}

@inproceedings{bb70074,
        AUTHOR = "Howlader, P. and Das, S. and Le, H. and Samaras, D.",
        TITLE = "Beyond Pixels: Semi-supervised Semantic Segmentation with a Multi-scale
Patch-based Multi-label Classifier",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "LXXV: 342-360",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67807"}

@inproceedings{bb70075,
        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/segment350semiss3.html#TT67808"}

@inproceedings{bb70076,
        AUTHOR = "Hu, X.T. and Jiang, L. and Schiele, B.",
        TITLE = "Training Vision Transformers for Semi-Supervised Semantic
Segmentation",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "4007-4017",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67809"}

@inproceedings{bb70077,
        AUTHOR = "Wang, X.Y. and Bai, H.H. and Yu, L.M. and Zhao, Y. and Xiao, J.",
        TITLE = "Towards the Uncharted: Density-Descending Feature Perturbation for
Semi-supervised Semantic Segmentation",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "3303-3312",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67810"}

@inproceedings{bb70078,
        AUTHOR = "Mai, H.Y. and Sun, R. and Zhang, T.Z. and Wu, F.",
        TITLE = "RankMatch: Exploring the Better Consistency Regularization for
Semi-Supervised Semantic Segmentation",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "3391-3401",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67811"}

@inproceedings{bb70079,
        AUTHOR = "Sun, B. and Yang, Y.Q. and Zhang, L. and Cheng, M.M. and Hou, Q.",
        TITLE = "CorrMatch: Label Propagation via Correlation Matching for
Semi-Supervised Semantic Segmentation",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "3097-3107",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67812"}

@inproceedings{bb70080,
        AUTHOR = "Wang, H.N. and Zhang, Q.X. and Li, Y. and Li, X.M.",
        TITLE = "AllSpark: Reborn Labeled Features from Unlabeled in Transformer for
Semi-Supervised Semantic Segmentation",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "3627-3636",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67813"}

@inproceedings{bb70081,
        AUTHOR = "Maheshwari, H. and Liu, Y.C. and Kira, Z.",
        TITLE = "Missing Modality Robustness in Semi-Supervised Multi-Modal Semantic
Segmentation",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "1009-1019",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67814"}

@inproceedings{bb70082,
        AUTHOR = "Liu, L.Y. and Wang, Z. and Phan, M.H. and Zhang, B. and Ge, J.C. and Liu, Y.F.",
        TITLE = "BPKD: Boundary Privileged Knowledge Distillation For Semantic
Segmentation",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "1051-1061",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67815"}

@inproceedings{bb70083,
        AUTHOR = "Liu, T. and Chen, C. and Yang, X. and Tan, W.M.",
        TITLE = "Rethinking Knowledge Distillation with Raw Features for Semantic
Segmentation",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "1144-1153",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67816"}

@inproceedings{bb70084,
        AUTHOR = "Li, P.X. and Purkait, P. and Ajanthan, T. and Abdolshah, M. and Garg, R. and Husain, H. and Xu, C.C. and Gould, S. and Ouyang, W.L. and van den Hengel, A.J.",
        TITLE = "Semi-Supervised Semantic Segmentation under Label Noise via Diverse
Learning Groups",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "1229-1238",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67817"}

@inproceedings{bb70085,
        AUTHOR = "Ma, J. and Wang, C. and Liu, Y. and Lin, L. and Li, G.B.",
        TITLE = "Enhanced Soft Label for Semi-Supervised Semantic Segmentation",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "1185-1195",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67818"}

@inproceedings{bb70086,
        AUTHOR = "Dong, R.M. and Mou, L.C. and Chen, M.X. and Li, W.J. and Tong, X.Y. and Yuan, S. and Zhang, L.X. and Zheng, J.P. and Zhu, X.X. and Fu, H.",
        TITLE = "Large-Scale Land Cover Mapping with Fine-Grained Classes via
Class-Aware Semi-Supervised Semantic Segmentation",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "16737-16747",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67819"}

@inproceedings{bb70087,
        AUTHOR = "Liang, C. and Wang, W.G. and Miao, J.X. and Yang, Y.",
        TITLE = "Logic-induced Diagnostic Reasoning for Semi-supervised Semantic
Segmentation",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "16151-16162",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67820"}

@inproceedings{bb70088,
        AUTHOR = "Zhao, Z. and Yang, L. and Long, S. and Pi, J. and Zhou, L.P. and Wang, J.D.",
        TITLE = "Augmentation Matters: A Simple-Yet-Effective Approach to
Semi-Supervised Semantic Segmentation",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "11350-11359",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67821"}

@inproceedings{bb70089,
        AUTHOR = "Huang, H.M. and Xie, S. and Lin, L.F. and Tong, R.F. and Chen, Y.W. and Li, Y.X. and Wang, H. and Huang, Y.W. and Zheng, Y.F.",
        TITLE = "SemiCVT: Semi-Supervised Convolutional Vision Transformer for
Semantic Segmentation",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "11340-11349",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67822"}

@inproceedings{bb70090,
        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/segment350semiss3.html#TT67823"}

@inproceedings{bb70091,
        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/segment350semiss3.html#TT67824"}

@inproceedings{bb70092,
        AUTHOR = "Li, Y.J. and Wang, X.J. and Yang, L. and Feng, L.T. and Zhang, W. and Gao, Y.",
        TITLE = "Diverse Cotraining Makes Strong Semi-Supervised Segmentor",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "16009-16021",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67825"}

@inproceedings{bb70093,
        AUTHOR = "Fang, Y. and Zhu, F. and Cheng, B. and Liu, L.Q. and Zhao, Y. and Wei, Y.C.",
        TITLE = "Locating Noise is Halfway Denoising for Semi-Supervised Segmentation",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "16566-16576",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67826"}

@inproceedings{bb70094,
        AUTHOR = "Wang, C.Q. and Xie, H.Y. and Yuan, Y.H. and Fu, C. and Yue, X.Y.",
        TITLE = "Space Engage: Collaborative Space Supervision for Contrastive-based
Semi-Supervised Semantic Segmentation",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "931-942",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67827"}

@inproceedings{bb70095,
        AUTHOR = "Kar, P. and Chudasama, V. and Onoe, N. and Wasnik, P.",
        TITLE = "Revisiting Class Imbalance for End-to-end Semi-Supervised Object
Detection",
        BOOKTITLE = ECV23,
        YEAR = "2023",
        PAGES = "4570-4579",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67828"}

@inproceedings{bb70096,
        AUTHOR = "Lao, J.W. and Hong, W.X. and Guo, X. and Zhang, Y.Y. and Wang, J. and Chen, J.D. and Chu, W.",
        TITLE = "Simultaneously Short- and Long-Term Temporal Modeling for
Semi-Supervised Video Semantic Segmentation",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "14763-14772",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67829"}

@inproceedings{bb70097,
        AUTHOR = "Wang, Z.C. and Zhao, Z. and Xing, X.X. and Xu, D. and Kong, X.Y. and Zhou, L.P.",
        TITLE = "Conflict-Based Cross-View Consistency for Semi-Supervised Semantic
Segmentation",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "19585-19595",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67830"}

@inproceedings{bb70098,
        AUTHOR = "Yang, L. and Qi, L. and Feng, L.T. and Zhang, W. and Shi, Y.H.",
        TITLE = "Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic
Segmentation",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "7236-7246",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67831"}

@inproceedings{bb70099,
        AUTHOR = "Wang, X.Y. and Zhang, B.F. and Yu, L.M. and Xiao, J.",
        TITLE = "Hunting Sparsity: Density-Guided Contrastive Learning for
Semi-Supervised Semantic Segmentation",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "3114-3123",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment350semiss3.html#TT67832"}