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Semantic image and video analysis
- Object detection and scene classification
- Object co-occurrence modeling for anomaly detection
- Video summarization based on semantic co-occurrence
modeling
- Incremental modeling of scene statistics
- Publications: MTA (2013), PR (2012), IJCNN'12
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Event classification / anomaly detection
- Optical flow extraction
- Manifold modeling of motion patterns using spatio-temporal
locality preserving projections and Laplacian eigenmaps
- Online, incremental manifold learning
- Publications: AI13, IVCNZ'12
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Distributed system analysis, modeling and
optimization
- Smart sensing
- Energy conservation and coverage preservation
- Predictive data aggregation using light-weight sensor
implementations
- Optimized solutions for routing and streaming in multi-hop
wireless networks
- Recent publications: MLSDA'13, ISSNIP13, HPCC'12,
ISSNIP'11.
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Video segmentation and object extraction
- Adaptive algorithms based on pixel modeling using mixture
of Gaussians, Codebook, and Growing Neural Gas
- Adaptive tuning of parameters
- Superpixel-based object extraction
- Details see MVA, AI'13, IVCNZ'12/11, ICONIP'11, ACCV'12
workshop (2nd best paper prize)
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