Automatic data labeling method and system

• Main Authors: WANG YAOWEI, YANG ZHOUXIN, JIANG DONGMEI, XIONG XUEFEI, TIAN YONGHONG
• Format: Patent
• Language: Chinese; English
• Published: 29.08.2023
• Subjects: CALCULATING; COMPUTING; COUNTING; ELECTRIC DIGITAL DATA PROCESSING; PHYSICS

The invention discloses an automatic data labeling method and system, and the method comprises the steps: obtaining to-be-labeled data, configuring a labeling template based on the to-be-labeled data, and obtaining a pre-training model; performing knowledge distillation on the pre-training model to obtain a backbone model of an automatic labeling model, and training the automatic labeling model based on the backbone model by using manually labeled data to obtain a trained automatic labeling model; and performing automatic labeling on the data by using the trained automatic labeling model, performing manual auditing on an automatic labeling result, and storing a manual auditing result. According to the method, the accuracy of a system applying automatic labeling can be improved, full-process processing of data labeling can be conveniently achieved, labeling labor force is liberated, and the labeling efficiency of labeling workers is greatly improved. 本发明公开了一种数据自动标注的方法与系统，所述方法包括：获取待标注数据，基于所述待标注数据配置标注模板，获取预训练模型；