158 citations · 194 across the 4 of their papers we have counts for
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Anomaly Detection in Road Traffic Using Visual Surveillance: A Survey
Santhosh Kelathodi Kumaran, Debi Prosad Dogra, Partha Pratim Roy
Computer vision has evolved in the last decade as a key technology for numerous applications replacing human supervision. In this paper, we present a survey on relevant visual surv…
Video Trajectory Classification and Anomaly Detection Using Hybrid CNN-VAE
Santhosh Kelathodi Kumaran, Debi Prosad Dogra, Partha Pratim Roy +1
Classifying time series data using neural networks is a challenging problem when the length of the data varies. Video object trajectories, which are key to many of the visual surve…
Queuing Theory Guided Intelligent Traffic Scheduling through Video Analysis using Dirichlet Process Mixture Model
Santhosh Kelathodi Kumaran, Debi Prosad Dogra, Partha Pratim Roy
Accurate prediction of traffic signal duration for roadway junction is a challenging problem due to the dynamic nature of traffic flows. Though supervised learning can be used, par…
Trajectory-based Scene Understanding using Dirichlet Process Mixture Model
Santhosh Kelathodi Kumaran, Debi Prosad Dogra, Partha Pratim Roy +1
Appropriate modeling of a surveillance scene is essential for detection of anomalies in road traffic. Learning usual paths can provide valuable insight into road traffic conditions…