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ONLINE RECOGNITION DEVICE, ONLINE RECOGNITION METHOD, AND SETTING SCREEN FOR USE IN SAME

机译:联机识别装置,联机识别方法和用于同一屏幕的设置屏幕

摘要

The objective of the present invention is to provide an online recognition device, an online recognition method and a setting screen for use therein which enable an improvement in recognition accuracy even with insufficient learning samples. In order to achieve this objective, the online recognition device is configured from: a feature quantity extracting unit which extracts a feature quantity of input data; an identification result predicting unit which predicts an identification result on the basis of the extracted feature quantity; a predicted result evaluating unit which assesses the need for labeling from the predicted identification resu a correct answer assigning unit which assigns a correct answer to the input data, online, from the assessment resu a generator updating unit which updates a parameter of a generator on the basis of the input data with the correct answer; a pseudo learning data generating unit which builds a generator and generates pseudo learning data on the basis of the updated generator parameter; and an identifier updating unit which updates, online, a parameter of an identifier prepared in advance, on the basis of the data with the correct answer and the pseudo learning data; wherein the updated identifier is updated as a new identification result predicting unit.
机译:本发明的目的是提供一种即使在学习样本不足的情况下也能够提高识别精度的在线识别装置,在线识别方法和设置屏幕。为了实现该目的,在线识别装置由以下特征构成:特征量提取单元,其提取输入数据的特征量;和识别结果预测单元,其基于所提取的特征量来预测识别结果;预测结果评估单元,从预测的识别结果评估标签的需求;正确答案分配单元,其从评估结果在线为输入数据分配正确答案;生成器更新单元,其基于输入数据以正确答案来更新生成器的参数;伪学习数据生成单元,其构建生成器并基于更新后的生成器参数生成伪学习数据;标识符更新单元,基于具有正确答案的数据和伪学习数据,在线更新预先准备的标识符的参数;其中,更新后的标识符被更新为新的识别结果预测单元。

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