In order to solve the problem of small data set, this paper uses the invariance of distinguishing features between the simulated infrared image of maritime ship and real infrared image of maritime ship, studies a method of detecting infrared maritime ship target with no real data. At the same time, we propose an attribute adaptive learning strategy based on deep learning algorithm of yolov3. In the case of low data support, the detection capabilities of infrared maritime ship target have been improved.
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