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Compression method and system based on local feature descriptor of video

A technology of local features and compression methods, applied in the field of data processing, can solve problems such as video data retrieval technology obstacles

Active Publication Date: 2015-05-27
PEKING UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, the research on video-based local feature descriptor compression methods is still in its infancy, which has caused great obstacles to the development of video data retrieval technology.

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  • Compression method and system based on local feature descriptor of video
  • Compression method and system based on local feature descriptor of video
  • Compression method and system based on local feature descriptor of video

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Embodiment Construction

[0036] In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below in combination with specific embodiments and with reference to the accompanying drawings. It should be understood that these descriptions are exemplary only, and are not intended to limit the scope of the present invention. Also, in the following description, descriptions of well-known structures and techniques are omitted to avoid unnecessarily obscuring the concept of the present invention.

[0037]The embodiment of the present invention is based on the wide application of local feature descriptors in the field of computer vision, compresses video-based local feature descriptors, and applies the video content itself in the compression process, that is, combines video content to guide the local feature descriptors. A compression framework based on video local feature descriptors is proposed. Hereinafter, the p...

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Abstract

The invention discloses a compression method and system based on a local feature descriptor of a video and is used for solving a compression problem of a local feature descriptor of a video in the prior art. The method comprises prediction, quantization and entropy coding, wherein the prediction comprises intra-frame prediction, inter-frame prediction and reconstructed frame prediction, an optimal prediction signal is selected from prediction signals of three modes through a preset optimization strategy, a residual coefficient of the prediction signals is calculated, the quantization is performed on the residual coefficient to obtain a quantization coefficient, the entropy coding is performed on the quantization coefficient, a code stream formed after the entropy coding is output, and compression of the local feature descriptor of the video is finished. The local feature descriptor of the video is compressed through the compression method and system, compressed local feature data of the video is compactly expressed on the basis of the combined video content, high compression ratio is achieved, and the retrieval efficiency of the video data is improved.

Description

technical field [0001] The invention belongs to the technical field of data processing, and in particular relates to a video-based local feature descriptor compression method and system. Background technique [0002] The local feature starts from the local structure of the image / video, describes the regional information in the image / video, and embodies the unique descriptiveness, thus transforming the complicated image / video matching problem into the measurement problem of the feature vector. Therefore, the local feature descriptor It has been widely used in image / video data processing and computer vision, such as visual retrieval, augmented reality, and target detection and recognition. [0003] In the prior art, common local feature descriptors include SIFT (Scale-Invariant Feature Transform), SURF (Speeded Up Robust Features), and GLOH (Gradient Location and Orientation Histogram), and the huge data volume of the original local feature descriptor is Describe one of the m...

Claims

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Application Information

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IPC IPC(8): H04N19/61H04N19/13H04N19/513
Inventor 马思伟张翔王苫社王诗淇
Owner PEKING UNIV
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