diffraction-ai

Data: https://smb.slac.stanford.edu/~holton/deep_learning/trial2/

Label:

Classification: blank,ps1,ps2,multi,ice,badice

Multi-class

Notebook: image_classification.ipynb

Training data for blank,ps1,ps2,multi,ice,badice

ROC Curve (Training), blank,ps1,ps2,multi,ice,badice

ROC Curve (Testing), blank,ps1,ps2,multi,ice,badice

PR Curve (Training), blank,ps1,ps2,multi,ice,badice

PR Curve (Testing), blank,ps1,ps2,multi,ice,badice

Confusion Matrix (Training), blank,ps1,ps2,multi,ice,badice

Confusion Matrix (Testing), blank,ps1,ps2,multi,ice,badice

Multi-class multi-label

image_classification2.ipynb

Classification: mos1

Multi-class mos1

Notebook: image_classification4.ipynb

Training data for mos1

ROC Curve (Training), mos1

ROC Curve (Testing), mos1

PR Curve (Training), mos1

PR Curve (Testing), mos1

Confusion Matrix (Training), mos1

Confusion Matrix (Testing), mos1

Regression: mos1, mos2

mos1

Notebook: image_regression.ipynb

Training data, mos1

Prediction Error Analysis, mos1

mos2

image_regression2.ipynb

Training data, mos2

Prediction Error Analysis, mos2