Livoa LogoLivoa
Data Input &


Preprocessing

Model Training Phase
XGBoost


• Detection Speed: 22 ms

• Precision: 88% 88%

• F1-Score: 90.1% 90.1%

Gradient Boosting


• Accuracy: 28 ms

• Precision: 86% 86%

• Recall 91% 88.5%

Logistic Regression


• Accuracy Speed: 88 ms

• Precision: 79% 89%

• Recall 84% 81.5%

Naive Bayes


• Detection Speed: 22 ms

• Precision: 88% 80%

• Recall 92% 82%

• F1-Score: 81.0

LightGBM


• Detection: 19 ms

• Precision: 79% 89%

• Recall 94% 84%

• F1-Score: 91.0

Performance


Evaluation &

Selection

Dia

by Pugazh

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