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METHOD, APPARATUS, ELECTRONIC DEVICE, READABLE STORAGE MEDIUM AND PROGRAM FOR CONSTRUCTING KEY-POINT LEARNING MODEL

机译:用于构建关键点学习模型的方法,装置,电子设备,可读存储介质和程序

摘要

The present disclosure provides a method, an apparatus, an electronic device, and a computer readable storage medium for constructing a key-point learning model, and relates to the technical fields of image processing, image labeling, artificial intelligence and machine learning. A specific embodiment of the method includes: acquiring labeled data labeling a human-body key-point and unlabeled data that does not label the human-body key-point; training, using the labeled data, an initial prediction model and an initial discriminator in a supervised training way to obtain a first prediction model and a first discriminator; training, using the unlabeled data, the first prediction model and the first discriminator in an unsupervised training way to obtain a second prediction model and a second discriminator; and constructing a key-point learning model according to the second prediction model and the second discriminator. This embodiment makes full use of a large amount of unlabeled data, and reduces the threshold and difficulty of constructing a key-point learning model.
机译:本公开提供了一种用于构建关键点学习模型的方法,装置,电子设备和计算机可读存储介质,并且涉及图像处理,图像标记,人工智能和机器学习的技术领域。该方法的一个具体实施例包括:获取标记的数据标记的人体密钥点和未标记人体密钥点的未标记数据;在监督培训方式中使用标记数据,初始预测模型和初始鉴别器的训练以获得第一预测模型和第一鉴别者;培训,使用未标记的数据,第一预测模型和第一鉴别者以无监督的培训方式获得第二预测模型和第二个鉴别符;根据第二预测模型和第二鉴别器构建关键点学习模型。该实施例充分利用大量的未标记数据,并降低构建关键点学习模型的阈值和难度。

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