Semantic event detection using cross-domain knowledge
An event and semantic technology, applied in the field of classifying digital content records, to avoid sensitivity problems, improve detection performance, and simplify classification problems
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[0062] Complex semantic events often arise from the coexistence of basic visual concepts. For example, "wedding" is a semantic event associated with visual concepts formed by certain patterns (such as "people", "flowers", "park", etc.). Visual concepts are generally defined as pictorial content properties of images, and are often represented semantically by words that are broader than those used to identify specific events. Thus, visual concepts form a subset of image content characteristics that can contribute to a specific event.
[0063] In the present invention, fundamental visual concepts are first detected from images, and semantic event detectors are built in the concept space instead of the original low-level feature space. The benefits of this approach include at least two aspects. First, visual concepts are higher-level and more intuitive descriptors than original low-level features. As described by S. Ebadollai et al. in "Visual event detection using multi-dimens...
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