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Is_iphone_Clean

keras,yolo,cnn,classification

项目描述

1 手机天线处经常会有杂质,或者污染,通过aoi拍摄照片,运用深度学习自动判断是否有污染、杂质。

2 手机天线共有6个方向处需要判断,但也是二分类问题,pass和fail。

3 图片数据为6个方向裁剪的数据,并且需要对图片进行预处理。

4 使用自己搭建的cnn,vgg,all-cnn,resnet等模型进行建模比较。

5 使用labelimg标记图片,用yolo3进行训练,找出污染或者杂质所在的位置。

原图范例以及更详细的描述

github

模型训练结果

github

github

yolo模型结果(目前只标注了100多张,定位位置有偏差)

github

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