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A Surface Defect Detection Method Based on Positive Samples
时间 2020-12-23
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# 缺陷检测
缺陷检测
GAN
autoencoder
无缺陷样本
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Microsoft Surface
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中心思想:基于正样本而不需要缺陷样本的表面缺陷检测方法 motivation:(1)训练样本中缺乏缺陷样本,获取比较困难,而且缺陷的种类多种多样,通过缺陷样本进行监督的学习方法达不到要求的准确率 (2)人工标注非常的昂贵 方法:(1)人为的在正样本上随机产生缺陷(2)用自编码器对人造的缺陷样本进行修复(3)利用GAN网络区分源样本和修复样本 测试:(1)将输入数据通过自编码器进行修复(2)用LBP
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