System and method for improving image recognition precision on premise of privacy protection
An image recognition and privacy protection technology, applied in the field of medical image recognition, can solve the problems of medical image recognition models that are difficult to have a good recognition effect, difficult to concentrate medical image training data, and poor performance, so as to improve the accuracy of automatic recognition and protect patients Effects of privacy, high training levels
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[0040] In order to make the objectives, technical solutions and advantages of the present invention clearer, the present invention will be further described in detail below with reference to the accompanying drawings.
[0041] see figure 1 , introduces a system for improving image recognition accuracy under the premise of privacy protection proposed by the present invention, the system includes n user node modules and a central node module, and the user node module and the central node module are connected to each other; n is A natural number greater than 1; in an embodiment, n=5.
[0042] The details of each module are as follows:
[0043] User node module: The function of this module is: (1) use its own local medical image database to train the medical image recognition model in rounds; (2) train the parameters of the medical image recognition model trained in each round Send to the central node module; (3) use the described medical image recognition model trained in this ...
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