Automatic recognition and defect compensation for calf leather

Yu-Tang Lee, C. Yeh
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Abstract

Various defects existed on the surface of calf leather could affect its usable area and the salable price. No international criterion specifies the compensatory credits for calf leather surface defects which cause additional cost between supplier and purchaser in complicated negotiation process. This paper is to develop an artificial intellectual technique to implement the automatic recognition for types of leather defect and to compensate for leather defective unusable area in order to bridge trading gap. Data of calf defects from sample is extracted to develop an automatic recognition system via artificial intellectual techniques – ANN learning process is introduced to make a sustainable automatic recognition system used to identify types of categories for upcoming leathers under inspection, business transaction; the mean error rate of recognising leather defect is less than 2.16% and the mean deviation rate for compensation area is 0.03% under this simulated transaction.
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小牛皮自动识别和缺陷补偿
牛皮表面存在的各种缺陷会影响牛皮的使用面积和销售价格。对于牛皮表面缺陷的补偿额度,目前尚无国际标准明确规定。牛皮表面缺陷在供需双方复杂的谈判过程中会产生额外的成本。本文旨在开发一种人工智能技术,实现皮革缺陷类型的自动识别和皮革缺陷不可用面积的补偿,以弥补贸易差距。从样品中提取小皮缺陷数据,利用人工智能技术开发自动识别系统——引入人工神经网络学习过程,建立可持续的自动识别系统,用于对即将检验的皮革进行类别识别、商业交易;在此模拟交易下,皮革缺陷识别的平均错误率小于2.16%,补偿区域的平均偏差率为0.03%。
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