Update README.md

README.md

@@ -51,4 +51,25 @@ results = model.train(data="data.yaml", epochs=100)
 
 ## Dataset
 
-The model was trained on a custom dataset containing images of mobile phones and caps. The dataset was structured following YOLO format requirements.
+The model was trained on a custom dataset containing images of mobile phones and caps. The dataset was structured following YOLO format requirements.
+
+
+## Model Performance Metrics
+
+The model's performance was evaluated over 100 epochs of training. Here are the key metrics:
+
+<img src="metrics/results.png" width="600" />
+
+### Confusion Matrix
+
+<img src="metrics/confusion_matrix.png" width="400" />
+
+### Precision-Recall Curve
+
+
+<img src="metrics/P_curve.png" width="400" />
+<img src="metrics/R_curve.png" width="400" />
+
+### F1-Score Curve
+
+<img src="metrics/F1_curve.png" width="400" />