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Anomalous Event Detection in Surveillance Videos using Spatio-temporal Autoencoders
International Journal of Advanced Trends in Computer Science and Engineering, 2022Surveillance cameras are proliferating, and millions of devices are being used to capture endless footage of surveillance videos. With the advancements in computer vision and deep learning, we can now contemplate these videos to detect anomalies. In this paper, we propose to identify anomalies by using Spatiotemporal autoencoders.
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Detecting Anomalous Event Timings in Cybersecurity Logs
Joint Statistical Meetings - Toronto, , Canada - August - 2023, 2023Alexander Foss +3 more
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Crowdsourcing based radio map anomalous event detection system for calibration-on-demand
2014 International Conference on Indoor Positioning and Indoor Navigation (IPIN), 2014Calibrations for Wi-Fi Indoor Positioning Systems (IPS) are expensive and time-consuming. Recalibrations are necessary periodically to compensate the drifts of radio map. Many crowdsourcing-based approaches have been proposed to calibrate the radio map strategically with user-contributed data.
Dezhi Zhang +6 more
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Anomalous-Aggressive Event Detection Techniques
2023Manar M. F. Donia +2 more
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Distilling Privileged Knowledge for Anomalous Event Detection From Weakly Labeled Videos
IEEE Transactions on Neural Networks and Learning SystemsWeakly supervised video anomaly detection (WS-VAD) aims to identify the snippets involving anomalous events in long untrimmed videos, with solely text video-level binary labels. A typical paradigm among the existing text WS-VAD methods is to employ multiple modalities as inputs, e.g., RGB, optical flow, and audio, as they can provide sufficient ...
Tianshan Liu, Kin-Man Lam, Jun Kong
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Multi-users interaction anomalous subgraph detection for event mining
Neurocomputing, 2022Yang Yu +6 more
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Detection of Fiber Macro-Bending Anomalous Events in Operator Networks
Optical Fiber Communication Conference (OFC) 2025We experimentally measure the specific spectral signature of strong fiber bending and propose a metric to detect strong bending events. Leveraging telemetry from a production network we report short-lived anomalies which exhibit the aforementioned signature.
Petros Ramantanis +10 more
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Anomalous event detection and localization in dense crowd scenes
Multimedia Tools and Applications, 2022Areej Alhothali +5 more
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Injecting Text Clues for Improving Anomalous Event Detection From Weakly Labeled Videos
IEEE Transactions on Image ProcessingVideo anomaly detection (VAD) aims at localizing the snippets containing anomalous events in long unconstrained videos. The weakly supervised (WS) setting, where solely video-level labels are available during training, has attracted considerable attention, owing to its satisfactory trade-off between the detection performance and annotation cost ...
Tianshan Liu, Kin-Man Lam, Bing-Kun Bao
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