Concepedia

Deep learning approach for defective spot welds classification using small and class-imbalanced datasets

Wei Dai, Dayong Li, Ding Tang, Huamiao Wang, Yinghong Peng

Neurocomputing · 2022 · 75 citations · 33 references

Concepts

ComputingComputer ScienceData ScienceComputer VisionMachine LearningMachine VisionDeep LearningDefect ClassificationFault DetectionRepresentation LearningSpot WeldingWeldingImbalanced ClassificationImbalanced Defect ClassificationImbalanced LearningMachine Learning For Weld Defect DetectionWeld Defect DetectionWeld DefectsWeld Quality Control

References

33

Densely Connected Convolutional Networks

Gao Huang, Zhuang Liu, Laurens van der Maaten et al. · 2017 · 44.7K citations

Computing, Computer Science, Computer Vision +10

ImageNet Large Scale Visual Recognition Challenge

Olga Russakovsky, Jia Deng, Hao Su et al. · International Journal of Computer Vision · 2015 · 40.2K citations

Computing, Computer Science, Computer Vision +9

Visualizing Data using t-SNE

Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations

Computing, Data Science, Visualization +13

SMOTE: Synthetic Minority Over-sampling Technique

Nitesh V. Chawla, Kevin W. Bowyer, Lawrence Hall et al. · Journal of Artificial Intelligence Research · 2002 · 31.2K citations · Full text

Computing, Computer Science, Data Science +12

A Survey on Transfer Learning

Sinno Jialin Pan, Qiang Yang · IEEE Transactions on Knowledge and Data Engineering · 2009 · 23.2K citations

Computing, Computer Science, Data Mining +12