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analysis

Analysis

Notebooks to extract metrics and images from CNN models trainings:

Notebook to create and fill the database.db file:

ER diagram


Notebook to compare techniques and metric values.


Notebook to show metrics and images from the SQLite database.


Notebook to show metrics and images from the SQLite database where the GANs configuration have been set as data augmentation.


Note: ViT information was not contemplated in previous notebooks.

Environment Statistics

RAM (GB) Hardware Number of tranings performed
25.5 T4 GPU 14
83.5 A100 GPU 51
12.7 TPU 3

Metrics Overview

Label Description
FN False Negative
FP False Positive
TN True Negative
TP True Positive

Confusion Matrices

Confusion Matrix Multiclass Confusion Matrix

Metric Formulas

Specificity Recall

Precision

Accuracy