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TRAINING DATA GENERATION METHOD, TRAINING DATA GENERATION APPARATUS, ELECTRONIC DEVICE AND COMPUTER-READABLE STORAGE MEDIUM

机译:训练数据生成方法,训练数据生成装置,电子设备和计算机可读存储介质

摘要

To provide a training data generation method, a training data generation apparatus, an electronic device, and a computer-readable storage medium for generating visual question answering (VQA) training data.SOLUTION: A training data generation method 200 comprises: a step 210 for acquiring a first set of training data of a VQA system, including a first question for an image in the VQA system and a first answer corresponding to the first question; a step 220 for determining a second question related to the first question in terms of semantic; a step 230 for determining a second answer corresponding to the second question on the basis of the first question and the first answer and acquiring a second set of training data for the image in the VQA system. The second set of training data includes the second question and the second answer. Thus, the training data is automatically acquired at low costs and with high efficiency, an amount of training data is drastically increased, and accuracy of a VQA system model is improved.SELECTED DRAWING: Figure 2
机译:为了提供一种训练数据产生方法,训练数据产生设备,电子设备以及用于产生视觉问答(VQA)训练数据的计算机可读存储介质。解决方案:训练数据产生方法200包括:步骤210,用于获取VQA系统的第一训练数据集,包括VQA系统中图像的第一问题和与该第一问题对应的第一答案;步骤220,用于根据语义确定与第一问题有关的第二问题;步骤230,用于根据第一问题和第一答案确定与第二问题对应的第二答案,并在VQA系统中获取图像的第二组训练数据。第二组训练数据包括第二个问题和第二个答案。因此,可以以低成本和高效率自动获取训练数据,极大地增加了训练数据的数量,并改善了VQA系统模型的准确性。图2

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