作者丨Tom Hardy@知乎
来源丨https://zhuanlan.zhihu.com/p/305087419
编辑丨3D视觉工坊
文献资料汇总
https://github.com/Eatzhy/surface-defect-detection
综述：机器视觉表面缺陷检测综述
缺陷检测工具箱
https://github.com/abin24/Saliency-detection-toolbox
基于深度学习方式
1、语义分割方式
https://github.com/Wslsdx/Deep-Learning-Approach-for-Surface-Defect-Detection
https://github.com/LeeWise9/Segmentation-Based-Surface-Defect-Detection
https://github.com/CristinaMa0917/Defects_Detection_MaskRCNN
2、目标检测方式
https://github.com/YeahHuang/Al_surface_defect_detection
3、基于GAN
https://github.com/hukefei/GAN-defect
4、不同行业应用
1）PCB
https://github.com/Ixiaohuihuihui/Tiny-Defect-Detection-for-PCB
https://github.com/chinthysl/AXI_PCB_defect_detection
https://github.com/gustavo95/pcb-defect-detection
2）钢材缺陷检测
https://github.com/khornlund/severstal-steel-defect-detection
https://github.com/Diyago/Severstal-Steel-Defect-Detection
https://github.com/toandaominh1997/Steel-Defect-Detection
https://github.com/rook0falcon/steel-defect-detection
3）胶囊缺陷检测
https://github.com/TSjianjiao/Defect-Detection-with-tensorflow
4）电池缺陷检测
https://github.com/cdeldon/thermography
https://github.com/evip/ButtonDefectDetection
5）织物缺陷检测
https://github.com/weningerleon/TextileDefectDetection
https://github.com/freedom-kevin/defect_detection
https://github.com/Johncheng1/Fabric-defect-detection
https://github.com/luissen/SSDT-A-single-shot-detector-for-PCB--defects
https://github.com/wangerniuniu/FabricDefectDetection
https://github.com/mynameiswangshiyi/AE-BP-fabric-defect-detection
6）水果和蔬菜缺陷检测
https://github.com/shyamsuresh14/Detection-of-defects-in-fruits-and-vegetables
其它
https://github.com/skokec/segdec-net-jim2019
https://github.com/zwb204/Industrial_defect_detection
https://github.com/wuziheng/SiliconWaferDefectDetection
https://github.com/qiucongying/Mcue
https://github.com/yjphhw/SACNN
缺陷检测数据集
https://github.com/abin24/Surface-Inspection-defect-detection-dataset
https://github.com/Eatzhy/Surface-defect-Detection-dataset
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