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ICPR
2010
IEEE

A Neurobiologically Motivated Stochastic Method for Analysis of Human Activities in Video

9 years 7 months ago
A Neurobiologically Motivated Stochastic Method for Analysis of Human Activities in Video
In this paper, we develop a neurobiologicallymotivated statistical method for video analysis that simultaneously searches the combined motion and form space in a concerted and efficient manner using wellknown Markov chain Monte Carlo (MCMC) techniques. Specifically, we leverage upon an MCMC variant called the Hamiltonian Monte Carlo (HMC), which we extend to utilize data-based proposals rather than the blind proposals in a traditional HMC, thus creating the DataDriven HMC (DDHMC). We demonstrate the efficacy of our system on real-life video sequences.
Ricky Sethi, Amit Roy-Chowdhury
Added 07 Jul 2010
Updated 07 Jul 2010
Type Conference
Year 2010
Where ICPR
Authors Ricky Sethi, Amit Roy-Chowdhury
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