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Transmedia searching method based on content correlation

A correlation and cross-media technology, applied in special data processing applications, instruments, electrical digital data processing, etc., can solve problems such as single feature space

Inactive Publication Date: 2008-10-01
ZHEJIANG UNIV
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, in the aspect of multimedia data analysis and retrieval, typical correlation analysis is rarely used, because this statistical analysis method is to analyze the correlation information between two different variable fields, while the traditional single-modal retrieval technology research is a single eigenspace of modality

Method used

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  • Transmedia searching method based on content correlation
  • Transmedia searching method based on content correlation
  • Transmedia searching method based on content correlation

Examples

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Embodiment 1

[0083] as attached figure 2 As shown, some examples of the topological structure of the training data set in the low-dimensional homogeneous subspace are given. Below in conjunction with the method of the present invention describe in detail the concrete steps that this example implements, as follows:

[0084] (1) Collect image data and audio data of 7 semantics (birds, dogs, cars, wars, tigers, squirrels, monkeys) as a training data set:

[0085] (2) Use the feature extraction program to extract the HSV color histogram, color aggregation vector CCV and Tamura directionality features of the image, construct a 500-dimensional visual feature vector for each image, and construct a 70×500-dimensional visual feature vector for the seven semantic categories feature matrix:

[0086] (3) Use the feature extraction program to extract the four Mpeg compression domain features of the audio centroid (Centroid), attenuation cut-off frequency (Rolloff), spectral flux (Spectral Flux) and ...

Embodiment 2

[0094] Such as Figure 4 As shown in , a retrieval example of "war" semantics is given. Below in conjunction with the method of the present invention describe in detail the specific steps that this example implements, as follows:

[0095] (1) The input is a color picture of "war" semantics as a query example, and the system finds the vector representation corresponding to the picture in the isomorphic subspace;

[0096] (2) Using the existing data format conversion method to express the subspace vector corresponding to the query example in polar coordinates;

[0097] (3) Calculate the distance between this query example and other images and audios in the database using a general distance function, and return the top 10 closest images and the top 10 closest audio examples;

[0098] (4) In addition, directly use the underlying content features of the query example without subspace mapping, and match with the content features of other images in the database, that is, use the co...

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Abstract

This invention discloses a method for media-crossing searches based on content relativity, which applies the typical relativity analysis to analyze the content characters of different mode media data, maps a visual sense character vector of image data and an auditory character vector of audio data in a low dimension isomorphic sub-space simultaneously by a sub-space mapping algorithm, measures the relativities among different mode data based on a general distance function and modifies the topological structure of a multi-mode data set in the sub-space to increase the cross media search efficiency effectively.

Description

technical field [0001] The invention relates to multimedia retrieval, in particular to a cross-media retrieval method based on content correlation. Background technique [0002] Content-based multimedia retrieval is a research hotspot in the field of computer vision and information retrieval, which realizes retrieval by similarity matching based on underlying features such as vision, hearing or geometry. As early as 1976, McGurk had revealed that the human brain's cognition of external information needs to span and integrate different sensory information to form a holistic understanding. Recent research in cognitive neuropsychology has further verified that the cognitive process of the human brain presents cross-media characteristics, and information from different senses such as vision and hearing stimulates each other and interacts to produce cognitive results. Therefore, there is an urgent need to study a cross-media retrieval method that supports different modalities, b...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F17/30
Inventor 潘云鹤庄越挺吴飞张鸿
Owner ZHEJIANG UNIV
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