缺陷檢測算法匯總（傳統+深度學習方式）|綜述、源碼

作者丨Tom Hardy@知乎

來源丨https://zhuanlan.zhihu.com/p/305087419

編輯丨3D視覺工坊

文獻資料匯總

https://github.com/Eatzhy/surface-defect-detection

綜述：機器視覺表面缺陷檢測綜述

缺陷檢測工具箱

https://github.com/abin24/Saliency-detection-toolbox

基于深度學習方式

1、語義分割方式

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、目標檢測方式

https://github.com/YeahHuang/Al_surface_defect_detection

3、基于GAN

https://github.com/hukefei/GAN-defect

4、不同行業應用

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）鋼材缺陷檢測

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）膠囊缺陷檢測

https://github.com/TSjianjiao/Defect-Detection-with-tensorflow

4）電池缺陷檢測

https://github.com/cdeldon/thermography

https://github.com/evip/ButtonDefectDetection

5）織物缺陷檢測

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）水果和蔬菜缺陷檢測

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

缺陷檢測數據集

https://github.com/abin24/Surface-Inspection-defect-detection-dataset

https://github.com/Eatzhy/Surface-defect-Detection-dataset

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