Keywords:
- abnormality detection
- activity
- Bayesian modeling
- camera network
- mixed activity
- motif mining
- multi-camera
- multivariate time series
- non parametric models
- pLSA
- scene analysis
- topic models
- Unsupervised · Latent sequential patterns · Topic models · PLSA · Video surveillance · Activity analysis
- unsupervised activity analysis
- video
Publications of Jagannadan Varadarajan sorted by title
A
| A Sequential Topic Model for Mining Recurrent Activities from Long Term Video Logs, , and , in: International Journal of Computer Vision, 103(1):100-126, 2013 |
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| A Sparsity Constraint for Topic Models - Application to Temporal Activity Mining, , and , Idiap-RR-36-2010 |
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| A Sparsity Constraint for Topic Models - Application to Temporal Activity Mining, , and , in: NIPS-2010 Workshop on Practical Applications of Sparse Modeling: Open Issues and New Directions, 2010 |
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| Active Online Anomaly Detection using Dirichlet Process Mixture Model and Gaussian Process Classification, , , , and , in: IEEE Winter Conference on Applications of Computer Vision (WACV), Washington, 2017 |
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B
| Bridging the Past, Present and Future: Modeling Scene Activities From Event Relationships and Global Rules, , and , in: IEEE Conference on Computer Vision and Pattern Recognition, 2012, Providence, Rhode Island, USA, 2012 |
E
| Extracting and Locating Temporal Motifs in Video Scenes Using a Hierarchical Non Parametric Bayesian Model, , and , in: IEEE Conference on Computer Vision and Pattern Recognition, 2011 |
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| Extracting Motifs from Time Series Generated by Concurrent Activities., , and , in: NIPS workshop on Learning and Planning from Batch Time Series Data, 2010 |
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I
| Improving Head and Body Pose Estimation through Semi-supervised Manifold Alignment, , , , and , in: International Conference on Image Processing, 2014 |
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M
| Multi-camera Open Space Human Activity Discovery for Anomaly Detection, , and , in: 8th IEEE International Conference on Advanced Video and Signal-Based Surveillance, 2011 |
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P
| Probabilistic Latent Sequential Motifs: Discovering temporal activity patterns in video scenes, , and , Idiap-RR-33-2010 |
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| Probabilistic Latent Sequential Motifs: Discovering temporal activity patterns in video scenes, , and , in: BMVC 2010, Aberystwyth University, Aberystwyth, BMVA Press, 2010 |
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S
| Sequential Topic Models for Mining Recurrent Activities and their Relationships : Application to long term video recordings, , École Polytechnique Fédérale de Lausanne, 2012 |
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| Sparsity in Topic Models, , and , in: Practical Applications of Sparse Modeling: Biology, Signal Processing and Beyond, MIT Press, 2012 |
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T
| Temporal Analysis of Motif Mixtures using Dirichlet Processes, , and , in: IEEE Trans. Pattern Analysis and Machine Intelligence (PAMI), 36(1), 2014 |
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| Topic Models for Scene Analysis and Abnormality Detection, and , in: 9th International Workshop in Visual Surveillance, IEEE, Kyoto, Japan, IEEE, 2009 |
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