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

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.