Wafer Defect Pattern Recognition

Project Organization

Experiments:

• Class imbalance study of the ’[WM-811K dataset](MIR Corpora (mirlab.org))‘ using DCAE to enable the generation of new images.

Go to each folder for README.md for every experiment.

Dependencies

Hardware: GPU that supports Tensorflow 1.15.5、Python 3.8 and Cuda 11.4.

OS: Linux, Windows 10

Key Python packages:

• scipy==1.7.3
• numpy == 1.21.0
• pandas==1.3.3
• keras==2.3.1
• scikit-learn

More to be filled ...

Contact

• If you have any questions about this repo, please contact [email protected].