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Compression method and system for local feature descriptor of video and video compression method

A technology of local features and compression methods, applied in the field of data processing, can solve problems such as limiting the compression ratio of descriptors, unfavorable data retrieval efficiency, and unbearable

Active Publication Date: 2015-05-27
PEKING UNIV
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Problems solved by technology

For example, for the 128-dimensional SIFT local feature descriptor, each dimension is quantized to 8 bits, and one frame of image contains 1000 SIFT feature points, then the amount of SIFT feature data contained in a 300-frame video is 300*1000* 128*8bits=292.97Mb, no matter for storage or transmission, it needs to pay a huge price, which is unbearable in practical applications
[0003] In the existing technologies for video data processing, most of the descriptors are compressed separately, which limits the compression ratio of the descriptors, is not conducive to the improvement of data retrieval efficiency, and also hinders the development of video retrieval technology.

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  • Compression method and system for local feature descriptor of video and video compression method

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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 local feature descriptors, and applies the reconstructed video content itself with reconstructed descriptor content in the compression process, That is to combine video content, guide the compression of local feature descriptors, and propose a compression method, sy...

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Abstract

The invention discloses a compression method and system for a local feature descriptor of a video and a video compression method. The compression method for the local feature descriptor of the video comprises the following steps: performing inter-frame prediction, quantization and entropy coding on the combined video content, calculating a residual coefficient of a prediction signal, quantizing the residual coefficient to obtain a quantization coefficient, performing entropy coding on the quantization coefficient, outputting a code stream formed after entropy coding, and finishing compression of the local feature descriptor of the video. The local feature descriptor of the video is compressed through the compression method and system, compressed video data is compactly expressed on the basis of the combined video content, and high compression ratio is achieved, so that the transmission rate of the video data is increased, the storage efficiency and the compression efficiency of the video data are improved, 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 compression method, a compression system and a video compression method of a video local feature descriptor. Background technique [0002] With the wide application of the Internet, the data of video data is getting larger and larger in the process of network transmission and storage. Compression of video data is particularly important. Local feature descriptors have been widely used in image / video data processing and computer vision. Descriptor compression is also a key technology to improve video data applications such as video data retrieval. For example, for the 128-dimensional SIFT local feature descriptor, each dimension is quantized to 8 bits, and one frame of image contains 1000 SIFT feature points, then the amount of SIFT feature data contained in a 300-frame video is 300*1000* 128*8bits=292.97Mb, no matter for storage or transmission, it needs to...

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Application Information

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IPC IPC(8): H04N19/61H04N19/13H04N19/124
Inventor 马思伟张翔王苫社王诗淇
Owner PEKING UNIV
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