Patent ID: 11900589
Assignee: BOE TECHNOLOGY GROUP CO., LTD.
Field: Measurement (Instruments)
Classification: CPC G | IPC G

Claim 3:
4. The detection device of claim 3, wherein the Convolutional Neural Network model comprises a fully-connected layer, a supplementary convolution layer, a batch normalization layer, and a random discard layer;
the supplementary convolution layer is configured to convolve data to be input into the fully-connected layer such that the data convolved by the supplementary convolution layer meets an input dimension of the fully-connected layer;
the batch normalization layer is configured to normalize the data to be input into the fully-connected layer;
the random discard layer is configured to randomly discard a part of neural network units of the Convolutional Neural Network model to avoid overfitting; and
when the Convolutional Neural Network model is trained, the fully-connected layer is initialized with a first algorithm, the fully-connected layer is regularized with a second algorithm, and the supplementary convolution layer is initialized with a third algorithm.