The invention relates to an intelligent cashier method based on dinner plate recognition, and the method comprises the steps: collecting dinner plate pictures, dividing the dinner plate pictures intotraining samples and test samples, carrying out the preprocessing, inputting the training samples into a
model network for training in batches, inputting the training samples into a
test sample set after stabilization, associating a recognition result with a price if the
loss rate is lower than a threshold value, and starting the cashier and timing; enabling the cashier spot to collect photos of dinner plates to be cashied, preprocessing the photos to obtain images of one or more dinner plates, inputting the images into a current recognition
model network successively, obtaining the
total price based on the recognition result and the number of the corresponding dinner plates, and performing
payment after the user confirms that there is no error; and uninterruptedly confirming whether the updating time or the updating batch is reached or not. Complex manual settlement is avoided, after dinner plate picture information is collected once and a stable recognition network is obtained through training, the information can be used for a period of time, the settlement efficiency is high, a settlement channel does not need to be additionally arranged, the queuing situation is greatly relieved, the settlement accuracy is high, restaurant management is facilitated, dinner plates do not need to be customized, the operation cost is low, and the error-tolerant rate is high.