1999 · 49 citations · 8 references
ComputingAutonomous SystemsComputer ScienceComputer VisionMachine LearningNatural Language ProcessingAction RecognitionEvent DetectionParsingSyntactic AnalysisSyntactic ParsingSyntax ParsingAction DetectionActivity RecognitionAutomated Event DetectionHuman-agent InteractionParking Lot SurveillanceParser DesignVideo Action RecognitionVideo Scene Understanding
This paper describes a probabilistic syntactic approach to the detection and recognition of temporally extended activities and interactions between multiple agents. A complete system consisting of an adaptive tracker, an event generator and the parser performs segmentation and labelling of a surveillance video of a parking lot; the system correctly identifies activities such as pick-up and drop-off, which involve person-vehicle interactions. The main contributions of this paper are extending the parsing algorithm to handle multi-agent interactions within a single parser, providing a general mechanism for consistency-based pruning, and developing an efficient incremental parsing algorithm.
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Coupled hidden Markov models for complex action recognition
Matthew Brand, Nuria Oliver, Alex Pentland · 2002 · 1.1K citations
Using adaptive tracking to classify and monitor activities in a site
W. Eric L. Grimson, Chris Stauffer, R. Romano et al. · 2002 · 506 citations