Cow face detection and cow face key point positioning method based on convolutional neural network

The invention discloses a cow face detection and cow face key point positioning method based on a convolutional neural network, and the method comprises the following steps: S1, collecting cow pictures of a cow farm, and constructing a cow image data set; s2, manually marking the dairy cow pictures...

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Hauptverfasser: NI FUCHUAN, WANG HAIYAN, WANG ZIYAN
Format: Patent
Sprache:chi ; eng
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Beschreibung
Zusammenfassung:The invention discloses a cow face detection and cow face key point positioning method based on a convolutional neural network, and the method comprises the following steps: S1, collecting cow pictures of a cow farm, and constructing a cow image data set; s2, manually marking the dairy cow pictures in the image data set by adopting LabelMe software, and marking face detection frames and key point information on the dairy cow pictures; s3, performing data transformation and enhancement on the labeled dairy cow image data set, and dividing the data set subjected to data transformation and enhancement into a training set and a test set; s4, constructing a convolutional neural network, inputting the training set data obtained in the step S3 into the constructed convolutional neural network for training, and obtaining a cattle face detection and key point recognition model; and S5, inputting the test set data obtained in the step S3 into the trained recognition model, and outputting a cattle face detection frame a