International Journal of Computer Vision - Special issue on statistical and computational theories of vision: modeling, learning, sampling and computing, Part I
Semi-Supervised Adapted HMMs for Unusual Event Detection
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
International Journal of Computer Vision
Creating Efficient Codebooks for Visual Recognition
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
On-line trajectory clustering for anomalous events detection
Pattern Recognition Letters
Detecting Irregularities in Images and in Video
International Journal of Computer Vision
A 3-dimensional sift descriptor and its application to action recognition
Proceedings of the 15th international conference on Multimedia
Robust Real-Time Unusual Event Detection using Multiple Fixed-Location Monitors
IEEE Transactions on Pattern Analysis and Machine Intelligence
Video Behavior Profiling for Anomaly Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
The evolution of video surveillance: an overview
Machine Vision and Applications
Detecting abnormal human behaviour using multiple cameras
Signal Processing
ACM Computing Surveys (CSUR)
Abnormal Behavior Recognition Using Self-Adaptive Hidden Markov Models
ICIAR '09 Proceedings of the 6th International Conference on Image Analysis and Recognition
Towards Generic Detection of Unusual Events in Video Surveillance
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Real-time bag of words, approximately
Proceedings of the ACM International Conference on Image and Video Retrieval
A dynamic hierarchical clustering method for trajectory-based unusual video event detection
IEEE Transactions on Image Processing
Detecting contextual anomalies of crowd motion in surveillance video
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Recognizing human actions by fusing spatio-temporal appearance and motion descriptors
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Detecting and discriminating behavioural anomalies
Pattern Recognition
Dense spatio-temporal features for non-parametric anomaly detection and localization
Proceedings of the first ACM international workshop on Analysis and retrieval of tracked events and motion in imagery streams
Event detection in video using motion analysis
Proceedings of the first ACM international workshop on Analysis and retrieval of tracked events and motion in imagery streams
Anomalous video event detection using spatiotemporal context
Computer Vision and Image Understanding
Surveillance-Oriented Event Detection in Video Streams
IEEE Intelligent Systems
Computer Vision and Image Understanding
Editor's Choice Article: Human activity recognition in videos using a single example
Image and Vision Computing
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In this paper we propose an approach for anomaly detection and localization, in video surveillance applications, based on spatio-temporal features that capture scene dynamic statistics together with appearance. Real-time anomaly detection is performed with an unsupervised approach using a non-parametric modeling, evaluating directly multi-scale local descriptor statistics. A method to update scene statistics is also proposed, to deal with the scene changes that typically occur in a real-world setting. The proposed approach has been tested on publicly available datasets, to evaluate anomaly detection and localization, and outperforms other state-of-the-art real-time approaches.