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        TITLE = "Variational Label Enhancement for Instance-Dependent Partial Label
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134017"}

@article{bb138056,
        AUTHOR = "Deng, H.W. and Zhang, W.J. and Zhang, M.L.",
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        JOURNAL = PRL,
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@article{bb138057,
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High-Dimensional Imbalanced Data Classification",
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@article{bb138058,
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Data Category Distribution",
        JOURNAL = IJGI,
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        YEAR = "2024",
        NUMBER = "10",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134020"}

@article{bb138059,
        AUTHOR = "Miftahushudur, T. and Sahin, H.M. and Grieve, B. and Yin, H.J.",
        TITLE = "A Survey of Methods for Addressing Imbalance Data Problems in
Agriculture Applications",
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        YEAR = "2025",
        NUMBER = "3",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134021"}

@article{bb138060,
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        PAGES = "2450-2460",
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@article{bb138061,
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Perceptual Manifolds",
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        PAGES = "3394-3411",
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@article{bb138062,
        AUTHOR = "Ning, Z.H. and Guo, C. and Zhang, D.",
        TITLE = "Meta-distribution-based ensemble sampler for imbalanced
semi-supervised learning",
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@article{bb138063,
        AUTHOR = "Guo, E. and Wang, Z.C. and Zhao, Z. and Zhou, L.P.",
        TITLE = "Imbalanced Medical Image Segmentation With Pixel-Dependent Noisy
Labels",
        JOURNAL = MedImg,
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        NUMBER = "5",
        MONTH = "May",
        PAGES = "2016-2027",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134025"}

@article{bb138064,
        AUTHOR = "Moon, Y.B. and Nam, H.W. and Choi, W. and Kim, N. and Kwak, S. and Oh, T.H.",
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@article{bb138065,
        AUTHOR = "Ding, H.W. and Huang, N. and Wu, Y.X. and Cui, X.H.",
        TITLE = "Improving imbalanced medical image classification through GAN-based
data augmentation methods",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134027"}

@article{bb138066,
        AUTHOR = "Naik, S.M. and Chakraborty, T. and Panja, M. and Hadid, A. and Chakraborty, B.",
        TITLE = "Skew-probabilistic neural networks for learning from imbalanced data",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134028"}

@article{bb138067,
        AUTHOR = "Yang, A. and Zhang, M. and Chen, H. and Li, T. and Liu, S. and Xu, X.Y.",
        TITLE = "tanh As a robust feature scaling method in training deep learning
models with imbalanced data",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134029"}

@article{bb138068,
        AUTHOR = "Chen, P. and Liu, Y. and Ren, Y. and Zhang, B. and Zhao, Y.",
        TITLE = "A Deep Learning-Based Solution to the Class Imbalance Problem in
High-Resolution Land Cover Classification",
        JOURNAL = RS,
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        NUMBER = "11",
        PAGES = "1845",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134030"}

@article{bb138069,
        AUTHOR = "Hou, Z. and Yu, B. and Wang, C. and Zhan, Y.B. and Tao, D.C.",
        TITLE = "Learning to Explore Sample Relationships",
        JOURNAL = PAMI,
        VOLUME = "47",
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        NUMBER = "7",
        MONTH = "July",
        PAGES = "5445-5459",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134031"}

@article{bb138070,
        AUTHOR = "Huang, Z. and Tian, P.Y. and Zhu, H. and Guo, P. and Li, X.T.",
        TITLE = "A Dual-Branch Network for Intra-Class Diversity Extraction in
Panchromatic and Multispectral Classification",
        JOURNAL = RS,
        VOLUME = "17",
        YEAR = "2025",
        NUMBER = "12",
        PAGES = "1998",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134032"}

@article{bb138071,
        AUTHOR = "Zhao, Y. and Hao, K.R. and Gu, C.C. and Wei, B. and Guan, X.P.",
        TITLE = "Distribution Learning Based on Evolutionary Algorithm-Assisted Deep
Neural Networks for Imbalanced Image Classification",
        JOURNAL = Cyber,
        VOLUME = "55",
        YEAR = "2025",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "3723-3736",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134033"}

@article{bb138072,
        AUTHOR = "Valero Mas, J.J. and Penarrubia, C. and Castellanos, F.J. and Gallego, A.J. and Calvo Zaragoza, J.",
        TITLE = "Insights into imbalance-aware Multilabel Prototype Generation
mechanisms for k-Nearest Neighbor classification in noisy scenarios",
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        YEAR = "2026",
        PAGES = "111884",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134034"}

@article{bb138073,
        AUTHOR = "Lin, Z. and Xu, Y. and Liu, K. and Chen, L.Y.",
        TITLE = "MDGP-forest: A novel deep forest for multi-class imbalanced learning
based on multi-class disassembly and feature construction enhanced by
genetic programming",
        JOURNAL = PR,
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        YEAR = "2026",
        PAGES = "112070",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134035"}

@article{bb138074,
        AUTHOR = "McKenney, M. and Tucek, D.",
        TITLE = "Statistical Depth Measures in Density-Based Clustering with Automatic
Adjustment for Skewed Data",
        JOURNAL = IJGI,
        VOLUME = "14",
        YEAR = "2025",
        NUMBER = "8",
        PAGES = "298",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134036"}

@article{bb138075,
        AUTHOR = "Rong, X. and Solo, V.",
        TITLE = "Asymptotic Classification Error for Heavy-Tailed Renewal Processes",
        JOURNAL = SPLetters,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134037"}

@article{bb138076,
        AUTHOR = "Wang, Y. and Chang, Y.K. and Qin, Y. and Zhao, Y. and Wei, S.",
        TITLE = "Unbiased Sample Selection and Label Improvement for Mitigating Noisy
Labels in Class-Imbalanced Datasets",
        JOURNAL = CirSysVideo,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "10070-10082",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134038"}

@article{bb138077,
        AUTHOR = "Qezelbash Chamak, J. and Hicklin, K. and Kim, M.",
        TITLE = "KANBalance: Kolmogorov-Arnold network mitigates class imbalance",
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        YEAR = "2026",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134039"}

@article{bb138078,
        AUTHOR = "Li, M.Y. and Zhou, X.L. and Wu, O.",
        TITLE = "Delving Into the Training Dynamics for Image Classification",
        JOURNAL = IP,
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        PAGES = "6783-6798",
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@article{bb138079,
        AUTHOR = "Quan, Y. and Zhang, D. and Tang, J.H.",
        TITLE = "Generalized Concordant Vision Transformer With Masked Image Tokens
for Object Detection",
        JOURNAL = CirSysVideo,
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        NUMBER = "11",
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        PAGES = "10616-10631",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134041"}

@article{bb138080,
        AUTHOR = "Wang, Z. and Xu, Q.Q. and Yang, Z.Y. and Xu, Z.K. and Zhang, L.C. and Cao, X.C. and Huang, Q.M.",
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Localization",
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        NUMBER = "1",
        MONTH = "January",
        PAGES = "639-656",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134042"}

@article{bb138081,
        AUTHOR = "Cavazos, J.S.",
        TITLE = "PET-TURTLE: Deep Unsupervised Support Vector Machines for Imbalanced
Data Clusters",
        JOURNAL = SPLetters,
        VOLUME = "33",
        YEAR = "2026",
        PAGES = "91-95",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134043"}

@article{bb138082,
        AUTHOR = "Qin, J. and Sun, Q.Y. and Xu, L. and Ji, C. and Li, J.X.",
        TITLE = "IMMix: Class-Imbalanced node classification via prototypical
selective mixup augmentation",
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        PAGES = "112749",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134044"}

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        TITLE = "Calibrated mixup for imbalanced regression on tabular data",
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@inproceedings{bb138084,
        AUTHOR = "Dong, Z.J. and Wu, Y.L. and Chen, C.Y. and Zou, Y.T. and Zhang, Y. and Zhou, J.H.",
        TITLE = "Improve Representation for Imbalanced Regression through Geometric
Constraints",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "5082-5091",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134046"}

@inproceedings{bb138085,
        AUTHOR = "Chen, W.X. and Yeh, R.A. and Mou, S.S. and Gu, Y.",
        TITLE = "Leveraging Perturbation Robustness to Enhance Out-of-Distribution
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        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "4724-4733",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134047"}

@inproceedings{bb138086,
        AUTHOR = "Ling, Z.W. and Chang, Y. and Zhao, H.L. and Zhao, X. and Chow, K. and Deng, S.",
        TITLE = "CADRef: Robust Out-of-Distribution Detection via Class-Aware
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        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "4968-4977",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134048"}

@inproceedings{bb138087,
        AUTHOR = "Tang, K. and Hou, C. and Peng, W.L. and Fang, X. and Wu, Z. and Nie, Y.W. and Wang, W.P. and Tian, Z.H.",
        TITLE = "Simplification Is All You Need against Out-of-Distribution
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        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "5030-5040",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134049"}

@inproceedings{bb138088,
        AUTHOR = "Song, M.Y. and Qu, X.Y. and Zhou, J.W. and Cheng, Y.",
        TITLE = "From Head to Tail: Towards Balanced Representation in Large
Vision-Language Models through Adaptive Data Calibration",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "9434-9444",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134050"}

@inproceedings{bb138089,
        AUTHOR = "Li, Y.C. and Kang, J.M. and Kim, I.M.",
        TITLE = "Beyond Clean Training Data: A Versatile and Model-Agnostic Framework
for Out-of-Distribution Detection with Contaminated Training Data",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "10183-10192",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134051"}

@inproceedings{bb138090,
        AUTHOR = "Li, S. and Gong, H.X. and Dong, H. and Yang, T. and Tu, Z.Z. and Zhao, Y.",
        TITLE = "DPU: Dynamic Prototype Updating for Multimodal Out-of-Distribution
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        YEAR = "2025",
        PAGES = "10193-10202",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134052"}

@inproceedings{bb138091,
        AUTHOR = "Mildenberger, D. and Hager, P. and Rueckert, D. and Menten, M.J.",
        TITLE = "A Tale of Two Classes: Adapting Supervised Contrastive Learning to
Binary Imbalanced Datasets",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134053"}

@inproceedings{bb138092,
        AUTHOR = "Zhang, X.X. and Li, J.S. and Chu, W.J. and Hai, J.J. and Xu, R.Z. and Yang, Y.Q. and Guan, S. and Xu, J.Z. and Jing, L.P. and Cui, P.",
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        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "10315-10326",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134054"}

@inproceedings{bb138093,
        AUTHOR = "Xu, Z. and Xiang, X. and Liang, Y.F.",
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        BOOKTITLE = CVPR25,
        YEAR = "2025",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134055"}

@inproceedings{bb138094,
        AUTHOR = "Liu, Y.H. and Zhao, W.J. and Guo, Y.H.",
        TITLE = "H2ST: Hierarchical Two-Sample Tests for Continual Out-of-Distribution
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        BOOKTITLE = CVPR25,
        YEAR = "2025",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134056"}

@inproceedings{bb138095,
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        TITLE = "Detecting Out-of-distribution through the Lens of Neural Collapse",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "15424-15433",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134057"}

@inproceedings{bb138096,
        AUTHOR = "Wallin, E. and Kahl, F. and Hammarstrand, L.",
        TITLE = "ProHOC: Probabilistic Hierarchical Out-of-Distribution Classification
via Multi-Depth Networks",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "20612-20621",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT134058"}

@inproceedings{bb138097,
        AUTHOR = "Tian, Z.C. and Liu, Y.Y. and Sun, Q.",
        TITLE = "Meta-Learning Hyperparameters for Parameter Efficient Fine-Tuning",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "23037-23047",
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@inproceedings{bb138098,
        AUTHOR = "Smadar, Y. and Hoogi, A.",
        TITLE = "Dynamic Group Normalization: Spatio-Temporal Adaptation to Evolving
Data Statistics",
        BOOKTITLE = CVPR25,
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@inproceedings{bb138099,
        AUTHOR = "Li, J.L. and Bao, L.Q. and Zhang, W.Z.",
        TITLE = "Imbalanced data classification method based on an improved fruit fly
optimization algorithm and Adaboost",
        BOOKTITLE = ICIVC24,
        YEAR = "2024",
        PAGES = "210-214",
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