Unsupervised learning of video structures in videos using hierarchical statistical models to detect events
First Claim
1. A method for learning a structure of a video to detect events in the video consistent with the structure, comprising:
- selecting sets of features from the video;
updating a hierarchical statistical model for each set of features;
evaluating an information gain of the hierarchical statistical model;
filtering redundant features;
updating the hierarchical statistical model based on the filtered features;
applying a Bayesian information criteria to each model and feature set pair; and
rank ordering the model and feature set pairs to learn the structure and detect the events in the video in an unsupervised manner.
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Abstract
A method learns a structure of a video, in an unsupervised setting, to detect events in the video consistent with the structure. Sets of features are selected from the video. Based on the selected features, a hierarchical statistical model is updated, and an information gain of the hierarchical statistical model is evaluated. Redundant features are then filtered, and the hierarchical statistical model is updated, based on the filtered features. A Bayesian information criteria is applied to each model and feature set pair, which can then be rank ordered according to the criteria to detect the events in the video.
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Citations
7 Claims
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1. A method for learning a structure of a video to detect events in the video consistent with the structure, comprising:
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selecting sets of features from the video;
updating a hierarchical statistical model for each set of features;
evaluating an information gain of the hierarchical statistical model;
filtering redundant features;
updating the hierarchical statistical model based on the filtered features;
applying a Bayesian information criteria to each model and feature set pair; and
rank ordering the model and feature set pairs to learn the structure and detect the events in the video in an unsupervised manner. - View Dependent Claims (2, 3, 4, 5, 6, 7)
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Specification