Cooperative immune defense method orienting to attack of multiple fighting pictures
An immune defense and image technology, applied in neural learning methods, instruments, biological neural network models, etc., can solve problems such as long training time, achieve flexible algorithm application, improve defense effect, and have universal applicability
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[0051] In order to make the objectives, technical solutions, and advantages of the present invention clearer, the following further describes the present invention in detail with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain the present invention, and do not limit the protection scope of the present invention.
[0052] This embodiment uses various types of pictures in the ImageNet data set for experiments. Such as Figure 1~3 As shown, the collaborative immune defense method for multiple counter-image attacks provided in this embodiment is divided into three phases, which are respectively a training counter-sample detector phase, a detection phase, and a new-type attack detection phase. The specific process of each stage is as follows:
[0053] 1) Training the adversarial sample detector, the process is as follows:
[0054] 1.1) Randomly take part of the normal pictures and in...
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