Update README.md

README.md

@@ -70,9 +70,21 @@ yolov5 train --data data.yaml --img 640 --batch 16 --weights KaraAgroAI/CADI-AI
 
 ### Model performance 
 
-| Precision | Recall | mAP50 | mAP50-95 |
-| --- | --- | --- | --- |
-| 0.663 | 0.632 | 0.648 | 0.291 |
+| Class | Precision | Recall | mAP@50 | mAP@50-95 |
+| --- | --- | --- | --- | --- |
+| all | 0.663 | 0.632 | 0.648 | 0.291 |
+| insect | 0.794 | 0.811 | 0.815 | 0.39 |
+| abiotic | 0.682 | 0.514 | 0.542 | 0.237 |
+| disease | 0.594 | 0.571 | 0.588 | 0.248 |
+
+### Limitations of the Model
+The model has a few limitations that affect its performance in distinguishing between the disease class and the abiotic class. 
+The primary challenge lies in the similarity between these two classes within a typical farm setting. 
+The model may encounter difficulties in accurately differentiating between them due to their overlapping characteristics. 
+This limitation is an inherent challenge in the dataset and can impact the model's accuracy when classifying these classes.
+
+However, it is worth noting that the model exhibits strong performance when it comes to the insect class. 
+This is attributed to the distinct characteristics of insect class, which make them easier to identify and classify accurately.
 
 ### Example prediction