缺陷检测算法汇总（传统+深度学习方式）|综述、源码

 

缺陷检测

https://www.zhihu.com/topic/20231924/top-answers

转载自 https://zhuanlan.zhihu.com/p/305087419

计算机视觉系统学习资料获取：链接

文献资料汇总

1. https://github.com/Eatzhy/surface-defect-detection
2. 综述：机器视觉表面缺陷检测综述

缺陷检测工具箱

1. 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

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

4、不同行业应用

1）PCB

1. https://github.com/Ixiaohuihuihui/Tiny-Defect-Detection-for-PCB
2. https://github.com/chinthysl/AXI_PCB_defect_detection
3. https://github.com/gustavo95/pcb-defect-detection

2）钢材缺陷检测

1. https://github.com/khornlund/severstal-steel-defect-detection
2. https://github.com/Diyago/Severstal-Steel-Defect-Detection
3. https://github.com/toandaominh1997/Steel-Defect-Detection
4. https://github.com/rook0falcon/steel-defect-detection

3）胶囊缺陷检测

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

4）电池缺陷检测

1. https://github.com/cdeldon/thermography
2. https://github.com/evip/ButtonDefectDetection

5）织物缺陷检测

1. https://github.com/weningerleon/TextileDefectDetection
2. https://github.com/freedom-kevin/defect_detection
3. https://github.com/Johncheng1/Fabric-defect-detection
4. https://github.com/luissen/SSDT-A-single-shot-detector-for-PCB--defects
5. https://github.com/wangerniuniu/FabricDefectDetection
6. https://github.com/mynameiswangshiyi/AE-BP-fabric-defect-detection

6）水果和蔬菜缺陷检测

1. https://github.com/shyamsuresh14/Detection-of-defects-in-fruits-and-vegetables

其它

1. https://github.com/skokec/segdec-net-jim2019
2. https://github.com/zwb204/Industrial_defect_detection
3. https://github.com/wuziheng/SiliconWaferDefectDetection
4. https://github.com/qiucongying/Mcue
5. https://github.com/yjphhw/SACNN

缺陷检测数据集

1. https://github.com/abin24/Surface-Inspection-defect-detection-dataset
2. https://github.com/Eatzhy/Surface-defect-Detection-dataset

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