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Time-sensitive object in-orbit detection method

A target and time-sensitive technology, applied in the fields of target recognition, target monitoring, target detection, and on-orbit image processing, can solve problems such as limiting the practical application of time-sensitive targets, immaturity, etc., to overcome uncertainty, improve accuracy, good robustness

Active Publication Date: 2015-03-11
INST OF AUTOMATION CHINESE ACAD OF SCI
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Problems solved by technology

However, the above-mentioned key technologies are currently very immature, which limits the practical application of online detection of time-sensitive targets.

Method used

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  • Time-sensitive object in-orbit detection method

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Embodiment Construction

[0018] The technical problems involved in the technical solution of the present invention will be described below in conjunction with the accompanying drawings. It should be pointed out that the described embodiments are only intended to facilitate the understanding of the present invention, rather than limiting it in any way.

[0019] Such as figure 1 It shows that the implementation steps of an on-orbit detection method for a time-sensitive target proposed by the present invention are as follows:

[0020] Step S1: Select various time-sensitive target training areas on historical images, extract high-dimensional multi-scale multi-scale concentric circular cluster direction gradient features from each pixel of each training image for each type of time-sensitive target, and learn offline A dictionary of structures for various types of time-sensitive objects.

[0021] The multi-scale concentric ring cluster direction gradient feature takes the sampling point as the center and ...

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Abstract

The invention discloses a time-sensitive object in-orbit detection method. The method comprises the following steps: step S1, selecting various time-sensitive object training areas on historical images, extracting high-dimensional multiple-dimensioned concentric circular cluster direction gradient characteristics from each pixel of each training image, and learning structure dictionaries of various time-sensitive objects in an offline mode; step S2, extracting the high-dimensional multiple-dimensioned concentric circular cluster direction gradient characteristics at each pixel on the image of each current in-orbit time phase, by use of the structure dictionaries, solving time-sensitive object type indication vectors, according to the structural sparse characteristics of the time-sensitive object type indication vectors, identifying positions of suspicious objects and types of the suspicious objects, and extracting suspicious object areas; step S3, analyzing the loci of the suspicious object areas detected on the in-orbit images of the different time phases, and according to the singularity of motion loci, identifying the time-sensitive objects in an in-orbit mode; and step S4, taking the images of the in-orbit time-sensitive objects as training images of the structure dictionaries for in-orbit increment updating, and returning to step S1.

Description

technical field [0001] The invention relates to the technical fields of on-orbit image processing, target detection, target recognition, target monitoring, etc., in particular to an on-orbit detection method of a time-sensitive target. Background technique [0002] Compared with ordinary targets, time-sensitive targets have strong timeliness, and time-sensitive targets must be identified within a limited time window, which is fleeting. At the same time, time-sensitive targets are often very important targets, once the opportunity of identification is lost, it will cause heavy losses. Therefore, the detection and recognition of time-sensitive targets has important research significance, but at the same time it is more challenging. [0003] With the development of high spatial resolution and high temporal resolution remote sensing satellites, it becomes possible to detect and identify time-sensitive targets using satellite images in orbit. Compared with other means of data a...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/00G06K9/66
CPCG06V10/255G06V10/462
Inventor 霍春雷潘春洪周志鑫
Owner INST OF AUTOMATION CHINESE ACAD OF SCI
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