Deep learning training recognition method
A technology of deep learning and recognition method, which is applied in the training and recognition field of deep learning, which can solve problems such as the decline of recognition rate and low recognition rate of deep learning, and achieve the effects of improving efficiency and accuracy, improving recognition efficiency, and eliminating interference information
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[0029] Based on the caffe deep learning model, the method of use of the present invention is explained by using cervical picture lesion classification and recognition as an example.
[0030] Use the caffe-ssd model to do target detection, such as using the VGG-16 network model, first perform the first target positioning training on the case sample (the cervix picture taken under the colposcopy, including the background and cervix). Mark all sample pictures out of the cervical area. Then, for the calibrated sample, a prototxt file is generated, and the case picture is converted into a data format that meets the ssd training. Adjust the ssd network parameters and training parameters, and train the VGG-16-ssd network model to obtain the target positioning model.
[0031] After generating the target positioning model, use the model to test samples to obtain the recognition rate. Then adjust the training parameters and network parameters until the recognition rate reaches more than 95...
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