Method and system for realizing combined semantic hierarchical connection model based on panoramic area scene perception
A scene-aware and regional technology, applied in biological neural network models, character and pattern recognition, instruments, etc., can solve the problems of lack of optimization methods, limited application range and scientific value, lack of versatility, etc., to achieve accurate and fast spatial information, The algorithm is simple and efficient, and the effect of high boundary precision
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[0023] Such as figure 1 As shown, it is a multi-level modeling method based on panoramic area scene perception involved in this embodiment, which specifically includes:
[0024] Step 1: Use the multi-scale HOG feature to obtain the underlying feature vector of the region, obtain the salient region according to the two-dimensional hidden Markov model, and then extract the ROI according to the type of scene constituent elements, such as figure 2 shown, including:
[0025] Step 1.1, feature extraction: In order to describe the image block area more comprehensively, the surrounding spatial information is added on the basis of the HOG feature to enhance its context description performance. This feature is called the spatial pyramid HOG feature (SP-HOG, SpatialPyramidHOG).
[0026] Step 1.2, Encoding: Train a feature dictionary according to the feature descriptor of the image, and then use the dictionary for encoding to convert the image into a codeword map.
[0027] The feature ...
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