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ONLINE RECOGNITION DEVICE, ONLINE RECOGNITION METHOD, AND SETTING SCREEN FOR USE IN SAME
ONLINE RECOGNITION DEVICE, ONLINE RECOGNITION METHOD, AND SETTING SCREEN FOR USE IN SAME
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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
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摘要
An object of the invention is to provide an online recognition apparatus, an online recognition method, and a setting screen used for the same, which can improve recognition accuracy even when learning samples are insufficient. To achieve the above object, the invention provides an online recognition apparatus includes a feature amount extraction unit that extracts a feature amount of input data, an identification result prediction unit that predicts an identification result based on the extracted feature amount, a prediction result evaluation unit that determines necessity of labeling from the predicted identification result unit, a correct answer assigning unit that assigns a correct answer to input data online from the determination result, a generator update unit that updates a parameter of a generator based on the input data with the correct answer, a pseudo-learning data generation unit that establishes a generator based on the parameter of the updated generator and generates pseudo-learning data, and an identifier update unit that online updates a parameter of an identifier prepared in advance based on the input data with the correct answer and the pseudo-learning data. The updated identifier is updated as a new identification result prediction unit.
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