A shoe last size prediction method and prediction device based on deep learning

Abstract

The present invention relates to a shoe last size prediction method based on deep learning, comprising the following steps: S1, collecting tester's foot parameters and corresponding shoe last parameters; S2, aggregating the foot parameters collected in (S1) Class, remove obviously outlier noise data, calculate the clustering center of each size; S3, use recursive neural network, obtain and output shoe last parameter prediction model; S4, collect consumer's foot parameter; S5, described ( The foot parameters in S4) are input into the shoe last parameter prediction model trained in (S3) to obtain the shoe last size and shoe last parameters. Aiming at the problem that the current shoe last production is too dependent on experience, an automatic shoe last size prediction method and prediction device based on deep learning are designed, which can automatically, quickly and accurately customize suitable shoes for consumers by collecting consumers' foot parameters.

Description

technical field [0001] The invention relates to a shoe last size prediction method and a prediction device, in particular to a shoe last size prediction method and a prediction device based on deep learning. Background technique [0002] In recent years, e-commerce has become more and more popular, and C2B, B2B, C2C, B2C, O2O and other models have emerged in an endless stream, which has brought traversal to people's consumption, and at the same time reduced the consumption chain and reduced costs. But for custom-made shoes, the price remains high. The reasons are: 1. Most of the shoes on the market are standard sizes, designed according to past experience. If you don’t try them on, you often can’t choose the really suitable shoes; To customize suitable shoes, merchants need to provide door-to-door service, but nowadays, labor costs remain high, which is also an important reason for the high price of customized shoes. [0003] Therefore, how to enable consumers to buy modera...

AI Technical Summary

Problems solved by technology

But for custom-made shoes, the price remains high. The reasons are: 1. Most of the shoes on the market are standard sizes, designed according to past experience. If you don’t try them on, you often can’t choose the really suitable shoes; To customize suitable shoes, merchants need to provide door-to-door service, but nowadays, labor costs remain high, which is also an important reason for the high price of customized shoes

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