缺陷檢測(cè)算法匯總（傳統(tǒng)+深度學(xué)習(xí)方式）|綜述、源碼
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本文是對(duì)缺陷算法的綜述、源碼等資源的匯總。 >>加入極市CV技術(shù)交流群，走在計(jì)算機(jī)視覺的最前沿
文獻(xiàn)資料匯總：
https://github.com/Eatzhy/surface-defect-detection
綜述：機(jī)器視覺表面缺陷檢測(cè)綜述
缺陷檢測(cè)工具箱：
https://github.com/abin24/Saliency-detection-toolbox
基于深度學(xué)習(xí)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(biāo)檢測(cè)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(yè)應(yīng)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(cè)
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(cè)
https://github.com/TSjianjiao/Defect-Detection-with-tensorflow
4）電池缺陷檢測(cè)
https://github.com/cdeldon/thermography
https://github.com/evip/ButtonDefectDetection
5）織物缺陷檢測(cè)
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(cè)
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(cè)數(shù)據(jù)集
https://github.com/abin24/Surface-Inspection-defect-detection-dataset
https://github.com/Eatzhy/Surface-defect-Detection-dataset
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