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@inproceedings{bb199602,
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@inproceedings{bb199604,
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@inproceedings{bb199606,
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@inproceedings{bb199609,
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@article{bb199658,
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@inproceedings{bb199662,
        AUTHOR = "Xu, D. and Ricci, E. and Yan, Y. and Song, J.K. and Sebe, N.",
        TITLE = "Learning Deep Representations of Appearance and Motion for Anomalous
Event Detection",
        BOOKTITLE = BMVC15,
        YEAR = "2015",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195040"}

@article{bb199663,
        AUTHOR = "Ribeiro, M. and Lazzaretti, A.E. and Lopes, H.S.",
        TITLE = "A study of deep convolutional auto-encoders for anomaly detection in
videos",
        JOURNAL = PRL,
        VOLUME = "105",
        YEAR = "2018",
        PAGES = "13-22",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195041"}

@article{bb199664,
        AUTHOR = "Ceroni, A. and Ma, C.Y. and Ewerth, R.",
        TITLE = "Mining exoticism from visual content with fusion-based deep neural
networks",
        JOURNAL = MultInfoRetr,
        VOLUME = "8",
        YEAR = "2019",
        NUMBER = "1",
        MONTH = "March",
        PAGES = "19-33",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195042"}

@article{bb199665,
        AUTHOR = "Hou, R. and Pan, M.M. and Zhao, Y.H. and Yang, Y.",
        TITLE = "Image anomaly detection for IoT equipment based on deep learning",
        JOURNAL = JVCIR,
        VOLUME = "64",
        YEAR = "2019",
        PAGES = "102599",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195043"}

@article{bb199666,
        AUTHOR = "Hou, R. and Zhao, Y.H. and Tian, S.M. and Yang, Y. and Yang, W.H.",
        TITLE = "Fault point detection of IOT using multi-spectral image fusion based
on deep learning",
        JOURNAL = JVCIR,
        VOLUME = "64",
        YEAR = "2019",
        PAGES = "102600",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195044"}

@article{bb199667,
        AUTHOR = "Lee, S. and Kim, H.G. and Ro, Y.M.",
        TITLE = "BMAN: Bidirectional Multi-Scale Aggregation Networks for Abnormal
Event Detection",
        JOURNAL = IP,
        VOLUME = "29",
        YEAR = "2020",
        PAGES = "2395-2408",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195045"}

@article{bb199668,
        AUTHOR = "Xu, K. and Sun, T. and Jiang, X.",
        TITLE = "Video Anomaly Detection and Localization Based on an Adaptive
Intra-Frame Classification Network",
        JOURNAL = MultMed,
        VOLUME = "22",
        YEAR = "2020",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "394-406",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195046"}

@article{bb199669,
        AUTHOR = "Pawar, K. and Attar, V.",
        TITLE = "Deep learning-based intelligent surveillance model for detection of
anomalous activities from videos",
        JOURNAL = IJCVR,
        VOLUME = "10",
        YEAR = "2020",
        NUMBER = "4",
        PAGES = "289-311",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195047"}

@article{bb199670,
        AUTHOR = "Pawar, K. and Attar, V.",
        TITLE = "Deep learning model based on cascaded autoencoders and one-class
learning for detection and localization of anomalies from
surveillance videos",
        JOURNAL = IET-Bio,
        VOLUME = "11",
        YEAR = "2022",
        NUMBER = "4",
        PAGES = "289-303",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195048"}

@article{bb199671,
        AUTHOR = "Zhou, J.T.Y. and Zhang, L. and Fang, Z.W. and Du, J.W. and Peng, X. and Xiao, Y.",
        TITLE = "Attention-Driven Loss for Anomaly Detection in Video Surveillance",
        JOURNAL = CirSysVideo,
        VOLUME = "30",
        YEAR = "2020",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "4639-4647",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195049"}

@inproceedings{bb199672,
        AUTHOR = "Ardebili, E.S. and Eken, S. and Kucuk, K.",
        TITLE = "Activity Recognition for Ambient Sensing Data and Rule Based Anomaly
Detection",
        BOOKTITLE = SmartCityApp20,
        YEAR = "2020",
        PAGES = "379-382",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195050"}

@article{bb199673,
        AUTHOR = "Luo, W.X. and Liu, W. and Lian, D.Z. and Tang, J.H. and Duan, L.X. and Peng, X. and Gao, S.H.",
        TITLE = "Video Anomaly Detection with Sparse Coding Inspired Deep Neural
Networks",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1070-1084",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195051"}

@article{bb199674,
        AUTHOR = "Kavousi Fard, A. and Dabbaghjamanesh, M. and Jin, T. and Su, W. and Roustaei, M.",
        TITLE = "An Evolutionary Deep Learning-Based Anomaly Detection Model for
Securing Vehicles",
        JOURNAL = ITS,
        VOLUME = "22",
        YEAR = "2021",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "4478-4486",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195052"}

@article{bb199675,
        AUTHOR = "Wu, J.C. and Lu, S. and Fuh, C.S. and Liu, T.L.",
        TITLE = "One-class anomaly detection via novelty normalization",
        JOURNAL = CVIU,
        VOLUME = "210",
        YEAR = "2021",
        PAGES = "103226",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195053"}

@article{bb199676,
        AUTHOR = "Bahrami, M. and Pourahmadi, M. and Vafaei, A. and Shayesteh, M.R.",
        TITLE = "A comparative study between single and multi-frame anomaly detection
and localization in recorded video streams",
        JOURNAL = JVCIR,
        VOLUME = "79",
        YEAR = "2021",
        PAGES = "103232",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195054"}

@article{bb199677,
        AUTHOR = "Yang, X.M. and Wang, Z.M. and Wu, K.W. and Xie, Z. and Hou, J.K.",
        TITLE = "Deep social force network for anomaly event detection",
        JOURNAL = IET-IPR,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "14",
        PAGES = "3441-3453",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195055"}

@article{bb199678,
        AUTHOR = "Fang, Z.W. and Zhou, J.T.Y. and Xiao, Y. and Li, Y. and Yang, F.",
        TITLE = "Multi-Encoder Towards Effective Anomaly Detection in Videos",
        JOURNAL = MultMed,
        VOLUME = "23",
        YEAR = "2021",
        PAGES = "4106-4116",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195056"}

@article{bb199679,
        AUTHOR = "Yin, C.Y. and Zhang, S. and Wang, J. and Xiong, N.N.",
        TITLE = "Anomaly Detection Based on Convolutional Recurrent Autoencoder for
IoT Time Series",
        JOURNAL = SMCS,
        VOLUME = "52",
        YEAR = "2022",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "112-122",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195057"}

@article{bb199680,
        AUTHOR = "Nayak, R. and Pati, U.C. and Das, S.K.",
        TITLE = "A comprehensive review on deep learning-based methods for video
anomaly detection",
        JOURNAL = IVC,
        VOLUME = "106",
        YEAR = "2021",
        PAGES = "104078",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195058"}

@article{bb199681,
        AUTHOR = "Mansour, R.F. and Escorcia Gutierrez, J. and Gamarra, M. and Villanueva, J.A. and Leal, N.",
        TITLE = "Intelligent video anomaly detection and classification using faster
RCNN with deep reinforcement learning model",
        JOURNAL = IVC,
        VOLUME = "112",
        YEAR = "2021",
        PAGES = "104229",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195059"}

@article{bb199682,
        AUTHOR = "Zhang, X.C. and Mu, J. and Zhang, X.T. and Liu, H. and Zong, L.L. and Li, Y.G.",
        TITLE = "Deep anomaly detection with self-supervised learning and adversarial
training",
        JOURNAL = PR,
        VOLUME = "121",
        YEAR = "2022",
        PAGES = "108234",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195060"}

@article{bb199683,
        AUTHOR = "Ganokratanaa, T. and Aramvith, S. and Sebe, N.",
        TITLE = "Video anomaly detection using deep residual-spatiotemporal
translation network",
        JOURNAL = PRL,
        VOLUME = "155",
        YEAR = "2022",
        PAGES = "143-150",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195061"}

@article{bb199684,
        AUTHOR = "Zhang, D.S. and Huang, C. and Liu, C.L. and Xu, Y.",
        TITLE = "Weakly Supervised Video Anomaly Detection via Transformer-Enabled
Temporal Relation Learning",
        JOURNAL = SPLetters,
        VOLUME = "29",
        YEAR = "2022",
        PAGES = "1197-1201",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195062"}

@article{bb199685,
        AUTHOR = "Huang, C. and Huang, W.L. and Jiang, Q.P. and Wang, W. and Wen, J. and Zhang, B.",
        TITLE = "Multimodal Evidential Learning for Open-World Weakly-Supervised Video
Anomaly Detection",
        JOURNAL = MultMed,
        VOLUME = "27",
        YEAR = "2025",
        PAGES = "3132-3143",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195063"}

@article{bb199686,
        AUTHOR = "Huang, C. and Liu, C.L. and Wen, J. and Wu, L. and Xu, Y. and Jiang, Q.P. and Wang, Y.W.",
        TITLE = "Weakly Supervised Video Anomaly Detection via Self-Guided Temporal
Discriminative Transformer",
        JOURNAL = Cyber,
        VOLUME = "54",
        YEAR = "2024",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "3197-3210",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195064"}

@article{bb199687,
        AUTHOR = "Zhou, Y. and Li, B.H. and Wang, J.T. and Rocco, E. and Meng, Q.G.",
        TITLE = "Discovering unknowns: Context-enhanced anomaly detection for
curiosity-driven autonomous underwater exploration",
        JOURNAL = PR,
        VOLUME = "131",
        YEAR = "2022",
        PAGES = "108860",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195065"}

@article{bb199688,
        AUTHOR = "Chang, X.Y. and Zhang, Y.X. and Xue, D.Y. and Chen, D.Y.",
        TITLE = "Multi-task learning for video anomaly detection",
        JOURNAL = JVCIR,
        VOLUME = "87",
        YEAR = "2022",
        PAGES = "103547",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195066"}

@article{bb199689,
        AUTHOR = "Chang, S.N. and Li, Y.C. and Shen, S.M. and Feng, J.S. and Zhou, Z.Y.",
        TITLE = "Contrastive Attention for Video Anomaly Detection",
        JOURNAL = MultMed,
        VOLUME = "24",
        YEAR = "2022",
        PAGES = "4067-4076",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195067"}

@article{bb199690,
        AUTHOR = "Huang, C. and Yang, Z. and Wen, J. and Xu, Y. and Jiang, Q.P. and Yang, J. and Wang, Y.W.",
        TITLE = "Self-Supervision-Augmented Deep Autoencoder for Unsupervised Visual
Anomaly Detection",
        JOURNAL = Cyber,
        VOLUME = "52",
        YEAR = "2022",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "13834-13847",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195068"}

@article{bb199691,
        AUTHOR = "Zhong, Y.H. and Zhu, R. and Yan, G. and Gan, P. and Shen, X. and Zhu, D.",
        TITLE = "Inter-Clip Feature Similarity Based Weakly Supervised Video Anomaly
Detection via Multi-Scale Temporal MLP",
        JOURNAL = CirSysVideo,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "1961-1970",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195069"}

@article{bb199692,
        AUTHOR = "Han, K. and Ge, Y. and Wang, R. and Li, Y.",
        TITLE = "DLR: Adversarial examples detection and label recovery for deep
neural networks",
        JOURNAL = PRL,
        VOLUME = "188",
        YEAR = "2025",
        PAGES = "133-139",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195070"}

@inproceedings{bb199693,
        AUTHOR = "Walmer, M. and Kanjirathinkal, R. and Tai, K.S. and Muzumdar, K. and Tian, T.P. and Shrivastava, A.",
        TITLE = "Multi-Entity Video Transformers for Fine-Grained Video Representation
Learning",
        BOOKTITLE = FGVC25,
        YEAR = "2025",
        PAGES = "2101-2111",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195071"}

@inproceedings{bb199694,
        AUTHOR = "Akcay, S. and Ameln, D. and Vaidya, A. and Lakshmanan, B. and Ahuja, N. and Genc, U.",
        TITLE = "Anomalib: A Deep Learning Library for Anomaly Detection",
        BOOKTITLE = ICIP22,
        YEAR = "2022",
        PAGES = "1706-1710",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195072"}

@inproceedings{bb199695,
        AUTHOR = "Yu, G. and Wang, S.Q. and Cai, Z.P. and Liu, X.W. and Xu, C.F. and Wu, C.K.",
        TITLE = "Deep Anomaly Discovery from Unlabeled Videos via Normality Advantage
and Self-Paced Refinement",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "13967-13978",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195073"}

@inproceedings{bb199696,
        AUTHOR = "Lee, D. and Yu, S. and Ju, H.J. and Yu, H.",
        TITLE = "Weakly Supervised Temporal Anomaly Segmentation with Dynamic Time
Warping",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "7335-7344",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195074"}

@inproceedings{bb199697,
        AUTHOR = "Hou, J.L. and Zhang, Y.Y. and Zhong, Q.Y. and Xie, D. and Pu, S.L. and Zhou, H.",
        TITLE = "Divide-and-Assemble:
Learning Block-wise Memory for Unsupervised Anomaly Detection",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8771-8780",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195075"}

@inproceedings{bb199698,
        AUTHOR = "Bergaoui, K. and Naji, Y. and Setkov, A. and Loesch, A. and Gouiffes, M. and Audigier, R.",
        TITLE = "Object-Centric and Memory-Guided Normality Reconstruction for Video
Anomaly Detection",
        BOOKTITLE = ICIP22,
        YEAR = "2022",
        PAGES = "2691-2695",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195076"}

@inproceedings{bb199699,
        AUTHOR = "Tani, H. and Shibata, T.",
        TITLE = "Frame-Wise Action Recognition Training Framework for Skeleton-Based
Anomaly Behavior Detection",
        BOOKTITLE = CIAP22,
        YEAR = "2022",
        PAGES = "III:312-323",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730dea3.html#TT195077"}