【报名】AI公开课-汽车零部件质检案例课程
狮子Emmanic 发布于2022-05 浏览:8470 回复:4
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最后编辑于2022-07

制造业离不开质检。我们目之所及的产品,都是经过工业质检环节才顺利出厂。

各行各业对质检的需求旺盛
 
质检由于精细度要求高,占到工厂总人力成本的40%。举例来说,工业质检中的轴承瑕疵检测目标,可能是个小划痕,也可能是小缺口。这种情况下,瑕疵视觉感官并不直观。在整个人力检测过程中,耗时多、人力投入高。而质检效率直接影响到企业生产以及交付效率。因此,工业质检的智能化赋能已经成为节省成本,提高产能的必然趋势。
 
工业质检方向,经历三个过程的演变:

从上图可以看到,在深度学习阶段,可以逐步解决缺陷形态复杂、环境复杂的目标,可解决的范围更大,覆盖的场景更多。但深度学习使用门槛较高,在AI开发阶段,对原始数据的要求更高,对开发人员的要求也更高。

那么,有没有一个简单上手同时确保高效质检的方法呢?

 

汽车零部件AI质检痛难点

本期案例企业来自于工业轴承质检方向的解决方案提供商——韦士肯,在轴承质检方向有很深的业务场景及技术积累;但在AI算法领域,缺少足够深的技术沉淀。在智能化赋能过程中,企业遇到的缺陷检测问题,主要包括内部材质检测、尺寸/形位检测及外观缺陷检测。


 缺陷类型及企业常用解决方案

  • 内部材质检测:包括材料成分、气孔及硬度检测,当前主要用到的技术是EM电磁技术及超声波技术做相关检测;
  • 尺寸/形位检测:如检测轴承的直径、高度以及壁厚是否达到要求,当前是通过3D激光以及微磁场技术做检测;
  • 外观缺陷检测:包括表面的划痕、磕碰、内部的锈迹。传统的机器视觉暂时无法解决相对不规则的问题,包括缺陷的定位,通常都是依赖人工检测。

该企业前期也尝试过组建算法团队做AI开发,解决检测智能化问题,但组建算法团队所需的算法人员、投入研究过程的时间成本、AI训练需要投入的服务器等机器成本累加起来,预估达到百万级。该企业的核心诉求是希望能够降低前期探索阶段的投入,利用AI赋能外观缺陷检测场景,从而提高整体质检环节的效率,以上是该企业用户的需求背景。
 
作为一家深耕轴承质检多年的解决方案提供商,他们在智能化转型的过程中遇到了以下主要问题:
首先,如何降低业务探索阶段的成本投入?
第二,如何对瑕疵缺陷做到精确的标注,从而提供高质量的训练数据?
第三,如何收集到各种瑕疵缺陷的数据,弥补缺陷样本少的痛点?
第四,如何适配各种硬件,简单高效完成部署工作?如何保证预测效率?

那么该企业用户是如何通过飞桨EasyDL逐一解决问题,并获得高收益的呢?

 

基于飞桨EasyDL打造的成品轴承视觉检测解决方案

首先,针对汽车轴承的缺陷进行分析,从而初步确定需要应用飞桨EasyDL哪一类模型。

结合缺陷特点,选择适用的任务类型


基于缺陷分析确定使用飞桨EasyDL物体检测及图像分割模型。接下来围绕端面的缺陷检测着手数据准备→模型训练→模型部署。

数据准备
待检测的瑕疵缺陷过小,标注难度大,同时标注数量大,人力成本高。在飞桨EasyDL的标注界面上,提供很多放大或缩小工具们对于缺陷较小的目标物,可以按需缩放从而进行精准标注。如下图:

面对数据量大的情况,可采用智能标注功能。少量标注后启动智能标注,可对已标注好的图片进行智能分析,进而将剩余图片进行一键标注。以该企业为例,200张图片手动标注用时3小时,剩余600张图片智能标注仅耗时1小时。 

模型训练
部分瑕疵缺陷的样本量少,如何提升数据利用率?借由飞桨EasyDL的数据增强功能,可将一张图片衍生多张图片,提高数据利用率。同时,通过自动超参搜索策略,完成相对复杂场景数据训练的利用率,同时可以产出基于这个场景最优的参数组合,达到更高的模型精度。如果目标检测物过小,可以选择小目标检测算法。该企业在该场景中,选择800张缺陷图片,无代码训练出精确率达90%的可用模型。 

模型部署
企业遇到的问题是整体预测时延会直接影响到质检效率。使用EasyDL提供的模型加速功能,在精度无损的情况下压缩模型体积,降低预测时延。该企业将模型压缩后部署在T4服务器上,单图片预测可在100ms内完成。

同时,飞桨EasyDL产出的模型硬件适配广泛,通过平台一键导出适配主流硬件的SDK包完成模型部署。对于企业来说,不需要再去额外做硬件工作的适配,大幅节省了工作成本。
 
最终,该企业打造了基于飞桨EasyDL的成品轴承视觉检测解决方案。基于飞桨EasyDL机器学习检测算法,使用工业相机对产线上的轴承进行图片拍摄,通过传感器获取轴承的几何参数绘制成图像,生产现场的服务器进行图像分类和检测,判断轴承的外观质量是否符合要求,可检测轴承的擦伤、磕碰伤、磨伤、削料、锈蚀等瑕疵。

 

进阶攻坚——汽车零部件质检方案解析

看完上述汽车零部件质检案例,你是否也对AI质检有了更为具象的理解。


本期飞桨EasyDL-汽车零部件瑕疵质检案例课程,特邀资深产业专家,深度剖析AI质检在数据采集镜头选型/反光数据处理/标注等痛难点。带大家全流程了解AI质检实现路径,让AI质检,一步到位。


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#6头头不可一世回复于2022-06

不错啊大家快来报名围观啊。

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#5用户已被禁言回复于2022-05

厉害阿

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#2kn怪盗基德回复于2022-05

太强了

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