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Water surface target rapid-detection method based on unmanned vessel application

A technology for surface targets and detection methods, which is applied to instruments, scene recognition, calculations, etc., can solve problems such as high complexity, high real-time requirements of algorithms, large target attitude, and perspective changes, and achieve the effect of speed improvement.

Active Publication Date: 2015-11-04
HUAZHONG UNIV OF SCI & TECH
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Problems solved by technology

In the autonomous navigation of unmanned boats, there are many types of targets (such as cruise ships, sailboats, warships, buoys, floating objects, reefs, etc.), and the attitude and perspective changes of the targets are very large. Therefore, the current target detection Algorithms cannot adapt well to real natural scenes
In addition, since the unmanned boat is oriented to practical applications, the real-time requirements for the algorithm are relatively high, and the current DPM and R-CNN algorithms are too complex, and the real-time performance is difficult to meet.
[0013] To sum up, although there are many related algorithms in target detection, it is difficult to apply them to the automatic obstacle avoidance of unmanned ships due to the universality and complexity of the algorithms.

Method used

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Embodiment Construction

[0032] 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 conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention. In addition, the technical features involved in the various embodiments of the present invention described below can be combined with each other as long as they do not constitute a conflict with each other.

[0033] The present invention is divided into three parts: firstly, train the objective model and use the trained model to analyze the objective of the image to be detected to obtain the target candidate area, and there will be a certain false alarm in the target candidate area at this time; then, the training significantly The saliency model is used to analyze the saliency of the image to be det...

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Abstract

The invention discloses a water surface target rapid-detection method based on an unmanned vessel application, and belongs to the technical field of cross of digital image processing and a control system. A target candidate region is obtained through target property analyses; a certain false alarm exists in the candidate region, so a significance region is obtained by utilizing significance analyses; and the target property and significance are combined, the false alarm is rejected, and then an accurate position of a target is obtained. The water surface target rapid-detection method does not have specific target type information, so the water surface target rapid-detection method has good universality; compared with other existing target detection algorithms, the water surface target rapid-detection method has great improvements on the aspect of a target detection effect and also on the aspect of a speed of the method; and the water surface target rapid-detection method has an important guiding significance for automatic obstacle avoidance of an unmanned vessel.

Description

technical field [0001] The invention belongs to the cross-technical field of digital image processing and control systems, and more particularly relates to a rapid detection method for surface targets based on the application of unmanned boats. Background technique [0002] In recent years, the research and development of unmanned boats have attracted the attention of many maritime military powers, among which the American "Spartan" unmanned boat and the Israeli "Protector" unmanned boat are more representative. . At present, whether it is from the perspective of civilian or military use, my country's demand for unmanned boats is increasing day by day, which is particularly urgent in areas such as territorial waters patrolling, combating piracy and smuggling. In the autonomous navigation of the unmanned boat, the rapid detection of surface targets is the basis for the automatic obstacle avoidance of the unmanned boat. Here are a few commonly used target detection methods: ...

Claims

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Application Information

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IPC IPC(8): G06K9/00G06K9/62
CPCG06V20/13G06V2201/07G06F18/214
Inventor 肖阳曹治国李畅方智文朱磊
Owner HUAZHONG UNIV OF SCI & TECH
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