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TITLE = "Confidence-Calibrated Covariate Shift Correction for Few-Shot
Classification in Vision-Language Models",
BOOKTITLE = DomainFuture25,
YEAR = "2025",
PAGES = "01-13",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138256"}
@inproceedings{bb142301,
AUTHOR = "Zhou, L. and Shakeri, F. and Sadraoui, A. and Kaaniche, M. and Pesquet, J.C. and Ayed, I.B.",
TITLE = "UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning",
BOOKTITLE = CVPR25,
YEAR = "2025",
PAGES = "9665-9675",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138257"}
@inproceedings{bb142302,
AUTHOR = "Li, R. and Trapp, M. and Klasson, M. and Solin, A.",
TITLE = "Flatness Improves Backbone Generalisation in Few-Shot Classification",
BOOKTITLE = WACV25,
YEAR = "2025",
PAGES = "1072-1089",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138258"}
@inproceedings{bb142303,
AUTHOR = "Zheng, G.T. and Ye, W.Q. and Zhang, A.",
TITLE = "Benchmarking Spurious Bias in Few-shot Image Classifiers",
BOOKTITLE = ECCV24,
YEAR = "2024",
PAGES = "LXXX: 346-364",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138259"}
@inproceedings{bb142304,
AUTHOR = "Kanagalingam, H. and Pathmanathan, T. and Ketheeswaran, N. and Vathanakumar, M. and Afham, M. and Rodrigo, R.",
TITLE = "A Feature Generator for Few-shot Learning",
BOOKTITLE = ACCV24,
YEAR = "2024",
PAGES = "I: 296-311",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138260"}
@inproceedings{bb142305,
AUTHOR = "Hsieh, Y.K. and Hsieh, J.W. and Chen, Y.Y.",
TITLE = "Class-Specific Channel Attention for Few Shot Learning",
BOOKTITLE = ICIP24,
YEAR = "2024",
PAGES = "1012-1018",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138261"}
@inproceedings{bb142306,
AUTHOR = "Hu, W.T. and Liu, J. and Wang, J.W. and Tian, H.",
TITLE = "Meta-DM: Applications of Diffusion Models on Few-Shot Learning",
BOOKTITLE = ICIP24,
YEAR = "2024",
PAGES = "773-779",
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@inproceedings{bb142307,
AUTHOR = "Yue, Z.Q. and Zhou, P. and Hong, R.C. and Zhang, H.W. and Sun, Q.",
TITLE = "Few-Shot Learner Parameterization by Diffusion Time-Steps",
BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "23263-23272",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138263"}
@inproceedings{bb142308,
AUTHOR = "Dong, J.H. and Koniusz, P. and Chen, J.X. and Xie, X.H. and Ong, Y.S.",
TITLE = "Adversarially Robust Few-shot Learning via Parameter Co-distillation
of Similarity and Class Concept Learners",
BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "28535-28544",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138264"}
@inproceedings{bb142309,
AUTHOR = "Zhang, H. and Xu, J.Z. and Jiang, S. and He, Z.A.",
TITLE = "Simple Semantic-Aided Few-Shot Learning",
BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "28588-28597",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138265"}
@inproceedings{bb142310,
AUTHOR = "Zhang, J. and Wu, S. and Gao, L. and Shen, H.T. and Song, J.K.",
TITLE = "DePT: Decoupled Prompt Tuning",
BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "12924-12933",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138266"}
@article{bb142311,
AUTHOR = "Zhang, J.J. and Rao, Y.T. and Huang, X.S. and Li, G. and Zhou, X. and Zeng, D.",
TITLE = "Frequency-Aware Multi-Modal Fine-Tuning for Few-Shot Open-Set Remote
Sensing Scene Classification",
JOURNAL = MultMed,
VOLUME = "26",
YEAR = "2024",
PAGES = "7823-7837",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138267"}
@inproceedings{bb142312,
AUTHOR = "Moreira, G. and Marques, M. and Costeira, J.P. and Hauptmann, A.",
TITLE = "Hyperbolic vs Euclidean Embeddings in Few-Shot Learning:
Two Sides of the Same Coin",
BOOKTITLE = WACV24,
YEAR = "2024",
PAGES = "2071-2079",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138268"}
@inproceedings{bb142313,
AUTHOR = "Lee, G.Y. and Dam, T. and Poenar, D.P. and Duong, V.N. and Ferdaus, M.M.",
TITLE = "HELA-VFA: A Hellinger Distance-Attention-based Feature Aggregation
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BOOKTITLE = WACV24,
YEAR = "2024",
PAGES = "2162-2172",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138269"}
@inproceedings{bb142314,
AUTHOR = "Feng, R. and Ji, H.B. and Zhu, Z.G. and Wang, L.",
TITLE = "Wavelet Attention Network for Few-shot learning",
BOOKTITLE = CVIDL23,
YEAR = "2023",
PAGES = "484-488",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138270"}
@inproceedings{bb142315,
AUTHOR = "Xia, H.F. and Li, K. and Min, M.R.Q. and Ding, Z.M.",
TITLE = "Few-Shot Video Classification via Representation Fusion and Promotion
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BOOKTITLE = ICCV23,
YEAR = "2023",
PAGES = "19254-19263",
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@inproceedings{bb142316,
AUTHOR = "Yi, X.Y. and Deng, J.J. and Sun, Q. and Hua, X.S. and Lim, J.H. and Zhang, H.W.",
TITLE = "Invariant Training 2D-3D Joint Hard Samples for Few-Shot Point Cloud
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BOOKTITLE = ICCV23,
YEAR = "2023",
PAGES = "14417-14428",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138272"}
@inproceedings{bb142317,
AUTHOR = "Hao, F.S. and He, F.X. and Liu, L. and Wu, F.X. and Tao, D.C. and Cheng, J.",
TITLE = "Class-Aware Patch Embedding Adaptation for Few-Shot Image
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BOOKTITLE = ICCV23,
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PAGES = "18859-18869",
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@inproceedings{bb142318,
AUTHOR = "Lazarou, M. and Avrithis, Y. and Stathaki, T.",
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@inproceedings{bb142319,
AUTHOR = "Lazarou, M. and Avrithis, Y. and Ren, G.Y. and Stathaki, T.",
TITLE = "Adaptive Anchor Label Propagation for Transductive Few-Shot Learning",
BOOKTITLE = ICIP23,
YEAR = "2023",
PAGES = "331-335",
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@inproceedings{bb142320,
AUTHOR = "Sun, L. and Wang, L. and Sun, J. and Okatani, T.",
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PAGES = "3235-3239",
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@inproceedings{bb142321,
AUTHOR = "Trosten, D.J. and Chakraborty, R. and Loksc, S. and Wickstrom, K.K. and Jenssen, R. and Kampffmeyer, M.C.",
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BOOKTITLE = CVPR23,
YEAR = "2023",
PAGES = "7527-7536",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138277"}
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AUTHOR = "Chen, W.T. and Si, C.Y. and Zhang, Z. and Wang, L. and Wang, Z.L. and Tan, T.N.",
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BOOKTITLE = CVPR23,
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PAGES = "23581-23591",
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@inproceedings{bb142323,
AUTHOR = "Zhu, H. and Koniusz, P.",
TITLE = "Transductive Few-Shot Learning with Prototype-Based Label Propagation
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BOOKTITLE = CVPR23,
YEAR = "2023",
PAGES = "23996-24006",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138279"}
@inproceedings{bb142324,
AUTHOR = "Boudiaf, M. and Bennequin, E. and Tami, M. and Toubhans, A. and Piantanida, P. and Hudelot, C. and Ayed, I.B.",
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@inproceedings{bb142325,
AUTHOR = "Anvekar, T. and Bazazian, D.",
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BOOKTITLE = DLGC23,
YEAR = "2023",
PAGES = "4179-4188",
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@inproceedings{bb142326,
AUTHOR = "Parmar, V. and Kingra, S.K. and Sarwar, S.S. and Li, Z.Y. and de Salvo, B. and Suri, M.",
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BOOKTITLE = EVW23,
YEAR = "2023",
PAGES = "4502-4508",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138282"}
@inproceedings{bb142327,
AUTHOR = "Padmanabhan, D.C. and Gowda, S. and Arani, E. and Zonooz, B.",
TITLE = "LSFSL: Leveraging Shape Information in Few-shot Learning",
BOOKTITLE = L3D-IVU23,
YEAR = "2023",
PAGES = "4971-4980",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138283"}
@inproceedings{bb142328,
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TITLE = "Few-Shot Learning with Visual Distribution Calibration and
Cross-Modal Distribution Alignment",
BOOKTITLE = CVPR23,
YEAR = "2023",
PAGES = "23445-23454",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138284"}
@inproceedings{bb142329,
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BOOKTITLE = CVPR23,
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PAGES = "15211-15222",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138285"}
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BOOKTITLE = ACCV22,
YEAR = "2022",
PAGES = "V:3-20",
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@inproceedings{bb142332,
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@inproceedings{bb142333,
AUTHOR = "He, J. and Kortylewski, A. and Yuille, A.L.",
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BOOKTITLE = WACV23,
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@inproceedings{bb142334,
AUTHOR = "Hou, Z.J. and Kung, S.Y.",
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BOOKTITLE = ECV22,
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PAGES = "2816-2824",
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@inproceedings{bb142335,
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BOOKTITLE = "ICPR22",
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AUTHOR = "Zhang, T. and Huang, W.",
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BOOKTITLE = ECCV22,
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PAGES = "XX:471-487",
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AUTHOR = "Mazumder, P. and Singh, P. and Namboodiri, V.P.",
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AUTHOR = "Mazumder, P. and Singh, P. and Namboodiri, V.P.",
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PAGES = "2663-2672",
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AUTHOR = "Azad, R. and Fayjie, A.R. and Kauffmann, C. and Ben Ayed, I. and Pedersoli, M. and Dolz, J.",
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AUTHOR = "Liu, G. and Zhao, L.L. and Li, W. and Guo, D. and Fang, X.Z.",
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AUTHOR = "Zhang, J.H. and Zhang, M. and Lu, Z.W. and Xiang, T.",
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AUTHOR = "Zhang, G.J. and Cui, K.W. and Wu, R.L. and Lu, S.J. and Tian, Y.H.",
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