Disclosed in the present application are a Chinese character model training method, a Chinese character recognition method, an apparatus, a device, and a medium. The Chinese character model training method comprises: acquiring a font image training sample, using a secondary Chinese character library to label a handwritten character image in the font image training sample, and dividing, according to a preset allocation rule, the font image training sample into a training set and a test set; inputting the training set into a convolutional cyclic neural network model, using a continuous time classification algorithm-based reverse propagation algorithm to update a weight and an offset in the convolutional cyclic neural network model, to acquire an initial handwritten character recognition model; and inputting the test set into the initial handwritten character recognition model, to acquire a recognition accuracy rate, and if the recognition accuracy rate is greater than a preset accuracy rate, determining that the initial handwritten character recognition model is a target handwritten character recognition model. The target handwritten character recognition model can recognize a handwritten character more accurately.
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