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        TITLE = "A Comprehensive Review of Few-Shot Action Recognition",
        JOURNAL = IJCV,
        VOLUME = "133",
        YEAR = "2025",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "6832-6859",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211147"}

@article{bb215857,
        AUTHOR = "Peng, F. and Yang, X.S. and Wang, Y.W. and Xu, C.S.",
        TITLE = "Progressive Learning of Instance-Level Proxy Semantics for Few-Shot
Action Recognition",
        JOURNAL = MultMed,
        VOLUME = "28",
        YEAR = "2026",
        PAGES = "853-864",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211148"}

@article{bb215858,
        AUTHOR = "Wang, W. and Li, Q.Z.",
        TITLE = "Deep Learning Model With Fine-Tuning for Generalized Few-Shot
Activity Recognition",
        JOURNAL = HMS,
        VOLUME = "55",
        YEAR = "2025",
        NUMBER = "6",
        MONTH = "December",
        PAGES = "940-952",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211149"}

@article{bb215859,
        AUTHOR = "Dong, K.W. and Li, Q. and Sun, Y.J. and Yun, X. and Zhou, Y. and Riou, K. and Hou, X.F. and Callet, P.L.",
        TITLE = "Temporal Consistency and Variation-Guided Spatio-Temporal Aggregation
for Few-Shot Action Recognition",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "3513-3526",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211150"}

@article{bb215860,
        AUTHOR = "Que, S. and Guo, H.Y. and Du, K.W. and Yan, Y. and Pang, Y.W. and Wang, H.Z.",
        TITLE = "Vision-Language Enhancement Network Based on Decoupling-Joint
Adaptation for Few-Shot Action Recognition",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "4316-4329",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211151"}

@article{bb215861,
        AUTHOR = "Guo, F. and Zhang, X.T. and Qi, H. and Liu, L.Y. and Liu, B. and Zhu, L.",
        TITLE = "Momentum Centroid Alignment With Temporal-Relational Disentanglement
for Cross-Domain Few-Shot Action Recognition",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "4814-4826",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211152"}

@article{bb215862,
        AUTHOR = "Zhao, X.H. and Meng, X.Y. and Li, Q. and Cai, X.W. and Ma, D. and Shi, X.",
        TITLE = "DPCA-Net: Dual-Prototype Consistency Alignment Network for Robust
Multimodal Few-Shot Action Recognition",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "5232-5245",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211153"}

@article{bb215863,
        AUTHOR = "Cao, C.Q. and Han, P. and Zhang, Y. and Yu, Y.T. and Lv, Q. and Min, L.T. and Zhang, Y.N.",
        TITLE = "Task-Adapter++: Task-specific adaptation with order-aware alignment
for few-shot action recognition",
        JOURNAL = PR,
        VOLUME = "177",
        YEAR = "2026",
        PAGES = "113237",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211154"}

@article{bb215864,
        AUTHOR = "Liu, H. and Chen, T. and Li, Y.X. and Li, S.Y. and See, J. and Lin, W.Y.",
        TITLE = "Few-Shot Action Recognition via Intra- and Inter-Video Information
Maximization",
        JOURNAL = PAMI,
        VOLUME = "48",
        YEAR = "2026",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "8250-8268",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211155"}

@article{bb215865,
        AUTHOR = "Wang, H. and Liu, F. and Jiao, L.C. and Wang, J.H. and Li, S. and Li, L.L. and Chen, P. and Liu, X.",
        TITLE = "Learning to Prompt With Refining Text Knowledge for Zero-Shot Video
Action Recognition",
        JOURNAL = MultMed,
        VOLUME = "28",
        YEAR = "2026",
        PAGES = "4638-4651",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211156"}

@article{bb215866,
        AUTHOR = "Guo, H.Y. and Que, S. and Yu, W. and Du, K.W. and Yan, Y. and Wang, H.Z.",
        TITLE = "Video-to-Task Learning via Motion-Guided Attention for Few-Shot
Action Recognition",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "13275-13290",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211157"}

@inproceedings{bb215867,
        AUTHOR = "Wu, C. and Wu, X.J. and Li, L. and Xu, T.Y. and Feng, Z.H. and Kittler, J.V.",
        TITLE = "Efficient Few-shot Action Recognition via Multi-level Post-reasoning",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "III: 38-56",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211158"}

@inproceedings{bb215868,
        AUTHOR = "Kumar, P. and Padmanabhan, N. and Luo, L. and Rambhatla, S.S. and Shrivastava, A.",
        TITLE = "Trajectory-aligned Space-time Tokens for Few-shot Action Recognition",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XXXVI: 474-493",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211159"}

@inproceedings{bb215869,
        AUTHOR = "Gowda, S.N. and Gao, B. and Gu, X. and Jin, X.B.",
        TITLE = "Is Temporal Prompting All We Need for Limited Labeled Action
Recognition?",
        BOOKTITLE = "FaDE-TCV25",
        YEAR = "2025",
        PAGES = "682-692",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211160"}

@inproceedings{bb215870,
        AUTHOR = "Gowda, S.N. and Arnab, A. and Huang, J.",
        TITLE = "Optimizing Factorized Encoder Models: Time and Memory Reduction for
Scalable and Efficient Action Recognition",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "X: 457-474",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211161"}

@inproceedings{bb215871,
        AUTHOR = "Gowda, S.N. and Sevilla Lara, L.",
        TITLE = "Telling Stories for Common Sense Zero-shot Action Recognition",
        BOOKTITLE = ACCV24,
        YEAR = "2024",
        PAGES = "III: 454-471",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211162"}

@inproceedings{bb215872,
        AUTHOR = "Doshi, K. and Yilmaz, Y.",
        TITLE = "Zero-Shot Action Recognition with Transformer-based Video Semantic
Embedding",
        BOOKTITLE = L3D-IVU23,
        YEAR = "2023",
        PAGES = "4859-4868",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211163"}

@inproceedings{bb215873,
        AUTHOR = "Wanyan, Y.Y. and Yang, X.S. and Chen, C.F. and Xu, C.S.",
        TITLE = "Active Exploration of Multimodal Complementarity for Few-Shot Action
Recognition",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "6492-6502",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211164"}

@inproceedings{bb215874,
        AUTHOR = "Wang, X. and Zhang, S.W. and Qing, Z.W. and Gao, C.X. and Zhang, Y.Y. and Zhao, D.L. and Sang, N.",
        TITLE = "MoLo: Motion-Augmented Long-Short Contrastive Learning for Few-Shot
Action Recognition",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "18011-18021",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211165"}

@inproceedings{bb215875,
        AUTHOR = "Broome, S. and Pokropek, E. and Li, B. and Kjellstrom, H.",
        TITLE = "Recur, Attend or Convolve? On Whether Temporal Modeling Matters for
Cross-Domain Robustness in Action Recognition",
        BOOKTITLE = WACV23,
        YEAR = "2023",
        PAGES = "4188-4198",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211166"}

@inproceedings{bb215876,
        AUTHOR = "Nag, S. and Zhu, X.T. and Song, Y.Z. and Xiang, T.",
        TITLE = "Zero-Shot Temporal Action Detection via Vision-Language Prompting",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "III:681-697",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211167"}

@inproceedings{bb215877,
        AUTHOR = "Zheng, S.P. and Chen, S.Z. and Jin, Q.",
        TITLE = "Few-Shot Action Recognition with Hierarchical Matching and Contrastive
Learning",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "IV:297-313",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211168"}

@inproceedings{bb215878,
        AUTHOR = "Patravali, J. and Mittal, G. and Yu, Y. and Li, F. and Chen, M.",
        TITLE = "Unsupervised Few-Shot Action Recognition via Action-Appearance
Aligned Meta-Adaptation",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8464-8474",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211169"}

@inproceedings{bb215879,
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        TITLE = "Few-shot Action Recognition with Permutation-invariant Attention",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "V:525-542",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211170"}

@inproceedings{bb215880,
        AUTHOR = "Nunez Marcos, A. and Azkune, G. and Agirre, E. and Lopez de Ipina, D. and Arganda Carreras, I.",
        TITLE = "Using External Knowledge to Improve Zero-shot Action Recognition in
Egocentric Videos",
        BOOKTITLE = ICIAR20,
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@inproceedings{bb215881,
        AUTHOR = "Bo, Y. and Lu, Y. and He, W.",
        TITLE = "Few-Shot Learning of Video Action Recognition Only Based on Video
Contents",
        BOOKTITLE = WACV20,
        YEAR = "2020",
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@inproceedings{bb215882,
        AUTHOR = "Zhang, P. and Cao, Y. and Liu, B.",
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        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "3691-3695",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211173"}

@inproceedings{bb215883,
        AUTHOR = "Dwivedi, S.K. and Gupta, V. and Mitra, R. and Ahmed, S. and Jain, A.",
        TITLE = "ProtoGAN: Towards Few Shot Learning for Action Recognition",
        BOOKTITLE = MDALC19,
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        PAGES = "1308-1316",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT211174"}

@inproceedings{bb215884,
        AUTHOR = "Safaei, M. and Foroosh, H.",
        TITLE = "Still Image Action Recognition by Predicting Spatial-Temporal Pixel
Evolution",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "111-120",
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@inproceedings{bb215885,
        AUTHOR = "Safaei, M. and Foroosh, H.",
        TITLE = "A Zero-Shot Architecture for Action Recognition in Still Images",
        BOOKTITLE = ICIP18,
        YEAR = "2018",
        PAGES = "460-464",
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@inproceedings{bb215886,
        AUTHOR = "Ke, Q.H. and Fritz, M. and Schiele, B.",
        TITLE = "Future Moment Assessment for Action Query",
        BOOKTITLE = WACV21,
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@inproceedings{bb215887,
        AUTHOR = "Ke, Q.H. and Fritz, M. and Schiele, B.",
        TITLE = "Time-Conditioned Action Anticipation in One Shot",
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@inproceedings{bb215889,
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        MONTH = "October",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742spac3.html#TT211189"}

@article{bb215899,
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Last update:Sep 30, 2026 at 11:45:00