@article{bb209200,
        AUTHOR = "Deng, L. and Li, A. and Zhou, B.X. and Ge, Y.X.",
        TITLE = "Two-Stream Temporal Feature Aggregation Based on Clustering for
Few-Shot Action Recognition",
        JOURNAL = SPLetters,
        VOLUME = "31",
        YEAR = "2024",
        PAGES = "2435-2439",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT204512"}

@article{bb209201,
        AUTHOR = "Feng, Y.B. and Gao, J.Y. and Xu, C.S.",
        TITLE = "Spatiotemporal Orthogonal Projection Capsule Network for Incremental
Few-Shot Action Recognition",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "9825-9838",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT204513"}

@article{bb209202,
        AUTHOR = "Gao, H.L. and Xie, G.S. and Yan, R. and Cui, Q.J. and Qu, H.Y. and Shu, X.B.",
        TITLE = "Hierarchical Motion-Enhanced Matching Framework for Few-Shot Action
Recognition",
        JOURNAL = MultMed,
        VOLUME = "27",
        YEAR = "2025",
        PAGES = "2450-2462",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT204514"}

@article{bb209203,
        AUTHOR = "Xing, J.Z. and Zhao, J. and Xu, C. and Wang, M.M. and Dai, G. and Liu, Y. and Wang, J.D. and Li, X.L.",
        TITLE = "MA-FSAR: Multimodal Adaptation of CLIP for few-shot action
recognition",
        JOURNAL = PR,
        VOLUME = "169",
        YEAR = "2026",
        PAGES = "111902",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT204515"}

@article{bb209204,
        AUTHOR = "Fang, P.F. and Xu, Q. and Lin, Z.X. and Xue, H.",
        TITLE = "On Modulating Motion-Aware Visual-Language Representation for
Few-Shot Action Recognition",
        JOURNAL = CirSysVideo,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "8614-8626",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT204516"}

@article{bb209205,
        AUTHOR = "Chen, J.X. and Peng, J. and Lu, Y.Z. and Lai, J.H. and Ma, A.J.",
        TITLE = "Vision-Language Adaptive Clustering and Meta-Adaptation for
Unsupervised Few-Shot Action Recognition",
        JOURNAL = CirSysVideo,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "9246-9260",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT204517"}

@article{bb209206,
        AUTHOR = "Qu, H.Y. and Yan, R. and Shu, X.B. and Gao, H.L. and Huang, P. and Xie, G.S.",
        TITLE = "MVP-Shot: Multi-Velocity Progressive-Alignment Framework for Few-Shot
Action Recognition",
        JOURNAL = MultMed,
        VOLUME = "27",
        YEAR = "2025",
        PAGES = "6593-6605",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT204518"}

@article{bb209207,
        AUTHOR = "Wanyan, Y.Y. and Yang, X.S. and Dong, W.M. and Xu, C.S.",
        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#TT204519"}

@article{bb209208,
        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",
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        YEAR = "2026",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT204520"}

@article{bb209209,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742zs2.html#TT204521"}

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        TITLE = "Efficient Few-shot Action Recognition via Multi-level Post-reasoning",
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        PAGES = "III: 38-56",
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@inproceedings{bb209211,
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@inproceedings{bb209212,
        AUTHOR = "Gowda, S.N. and Gao, B. and Gu, X. and Jin, X.B.",
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@inproceedings{bb209213,
        AUTHOR = "Gowda, S.N. and Arnab, A. and Huang, J.",
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Scalable and Efficient Action Recognition",
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@inproceedings{bb209214,
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@inproceedings{bb209215,
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@inproceedings{bb209218,
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@inproceedings{bb209262,
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        AUTHOR = "Betancourt, A. and Morerio, P. and Regazzoni, C.S. and Rauterberg, M.",
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@article{bb209269,
        AUTHOR = "Alletto, S. and Serra, G. and Cucchiara, R.",
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@article{bb209270,
        AUTHOR = "Lu, C.W. and Liao, R.J. and Jia, J.Y.",
        TITLE = "Personal object discovery in first-person videos",
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@article{bb209271,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204581"}

@inproceedings{bb209272,
        AUTHOR = "Rituerto, A. and Murillo, A.C. and Guerrero, J.J.",
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@article{bb209273,
        AUTHOR = "Hong, J.H. and Ramos, J. and Dey, A.K.",
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Semipopulation Approach",
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@article{bb209274,
        AUTHOR = "Abebe, G. and Cavallaro, A. and Parra, X.",
        TITLE = "Robust multi-dimensional motion features for first-person vision
activity recognition",
        JOURNAL = CVIU,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204584"}

@article{bb209275,
        AUTHOR = "Gutierrez Gomez, D. and Guerrero, J.J.",
        TITLE = "True scaled 6 DoF egocentric localisation with monocular wearable
systems",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204585"}

@article{bb209276,
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@inproceedings{bb209277,
        AUTHOR = "Singh, S. and Arora, C. and Jawahar, C.V.",
        TITLE = "First Person Action Recognition Using Deep Learned Descriptors",
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        YEAR = "2016",
        PAGES = "2620-2628",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204587"}

@article{bb209278,
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@article{bb209279,
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streams segmentation",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204589"}

@article{bb209280,
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        YEAR = "2017",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204590"}

@article{bb209281,
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        PAGES = "19-30",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204591"}

@article{bb209282,
        AUTHOR = "Wannenburg, J. and Malekian, R.",
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User Context Awareness Sensing",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204592"}

@article{bb209283,
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@inproceedings{bb209284,
        AUTHOR = "Furnari, A. and Farinella, G.M. and Battiato, S.",
        TITLE = "Temporal Segmentation of Egocentric Videos to Highlight Personal
Locations of Interest",
        BOOKTITLE = Egocentric16,
        YEAR = "2016",
        PAGES = "I: 474-489",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204594"}

@inproceedings{bb209285,
        AUTHOR = "Furnari, A. and Farinella, G.M. and Battiato, S.",
        TITLE = "Recognizing Personal Contexts from Egocentric Images",
        BOOKTITLE = ACVR15,
        YEAR = "2015",
        PAGES = "393-401",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204595"}

@article{bb209286,
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        TITLE = "Vide-omics: A genomics-inspired paradigm for video analysis",
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        NUMBER = "1",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204596"}

@article{bb209287,
        AUTHOR = "Bolanos, M. and Peris, A. and Casacuberta, F. and Soler, S. and Radeva, P.",
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        JOURNAL = JVCIR,
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        YEAR = "2018",
        PAGES = "205-216",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204597"}

@article{bb209288,
        AUTHOR = "Noor, S. and Uddin, V.",
        TITLE = "Using context from inside-out vision for improved activity recognition",
        JOURNAL = IET-CV,
        VOLUME = "12",
        YEAR = "2018",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204598"}

@article{bb209289,
        AUTHOR = "Kuncheva, L.I. and Yousefi, P. and Almeida, J.",
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egocentric videos",
        JOURNAL = JVCIR,
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        YEAR = "2018",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204599"}

@inproceedings{bb209290,
        AUTHOR = "Kuncheva, L.I. and Yousefi, P. and Almeida, J.",
        TITLE = "Comparing keyframe summaries of egocentric videos:
Closest-to-centroid baseline",
        BOOKTITLE = IPTA17,
        YEAR = "2017",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204600"}

@article{bb209291,
        AUTHOR = "Silva, M.M. and Ramos, W.L.S. and Chamone, F.C. and Ferreira, J.P.K. and Campos, M.F.M. and Nascimento, E.R.",
        TITLE = "Making a long story short: A multi-importance fast-forwarding
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        YEAR = "2018",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204601"}

@article{bb209292,
        AUTHOR = "Kwon, H. and Kim, Y. and Lee, J.S. and Cho, M.",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204602"}

@article{bb209293,
        AUTHOR = "Yonetani, R. and Kitani, K.M. and Sato, Y.",
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        JOURNAL = PAMI,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742ego1.html#TT204603"}

@inproceedings{bb209294,
        AUTHOR = "Yonetani, R. and Kitani, K.M. and Sato, Y.",
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@inproceedings{bb209295,
        AUTHOR = "Yonetani, R. and Kitani, K.M. and Sato, Y.",
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        BOOKTITLE = CVPR15,
        YEAR = "2015",
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@inproceedings{bb209296,
        AUTHOR = "Yagi, T. and Mangalam, K. and Yonetani, R. and Sato, Y.",
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        BOOKTITLE = CVPR18,
        YEAR = "2018",
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@article{bb209297,
        AUTHOR = "Ardeshir, S. and Borji, A.",
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@article{bb209298,
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being led to believe AI will help, but they should be wary",
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@article{bb209299,
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