Update README.md

README.md

@@ -98,7 +98,9 @@ The following augmentations were applied during training to simulate real-world
 ## Evaluation Results
 
 ### Comprehensive Metrics
-All files from The model was evaluated on a held-out test set of 1,928 images 
+All files outputted from the 'runs\detect\train' folder are provided in the
+file section.
+The model was evaluated on a held-out test set of 1,928 images 
 containing 9,825 instances across all 17 classes. The model demonstrates 
 strong performance across all metrics, achieving near-perfect precision 
 and recall with a mAP50 of 0.992. 
@@ -110,5 +112,25 @@ and recall with a mAP50 of 0.992.
 | mAP50     | 0.992 |
 | mAP50-95  | 0.862 |
 
-###
+### Per-Class Breakdown
+| Class            | Test Images | Instances | Precision | Recall | mAP50 | mAP50-95 |
+| ---------------- | ----------- | --------- | --------- | ------ | ----- | -------- |
+| **all**          | **1,928**   | **9,825** | **0.989** | **0.985** | **0.992** | **0.862** |
+| alcohol          | 252         | 503       | 0.996     | 0.986  | 0.995 | 0.864    |
+| candy            | 257         | 502       | 0.988     | 0.980  | 0.990 | 0.815    |
+| canned\_food     | 252         | 545       | 0.982     | 0.996  | 0.990 | 0.877    |
+| chocolate        | 360         | 700       | 0.982     | 0.984  | 0.993 | 0.833    |
+| dessert          | 389         | 819       | 0.995     | 0.991  | 0.995 | 0.881    |
+| dried\_food      | 244         | 415       | 0.982     | 0.993  | 0.995 | 0.877    |
+| dried\_fruit     | 263         | 516       | 0.986     | 0.986  | 0.995 | 0.887    |
+| drink            | 360         | 796       | 0.982     | 0.990  | 0.994 | 0.871    |
+| gum              | 183         | 360       | 0.989     | 0.979  | 0.991 | 0.812    |
+| instant\_drink   | 271         | 554       | 0.984     | 0.982  | 0.994 | 0.886    |
+| instant\_noodles | 302         | 614       | 0.989     | 0.997  | 0.995 | 0.888    |
+| milk             | 256         | 491       | 0.996     | 0.990  | 0.994 | 0.859    |
+| personal\_hygiene| 255         | 506       | 0.990     | 0.982  | 0.994 | 0.854    |
+| puffed\_food     | 324         | 654       | 0.996     | 1.000  | 0.995 | 0.907    |
+| seasoner         | 302         | 572       | 0.986     | 0.965  | 0.993 | 0.849    |
+| stationery       | 162         | 300       | 0.986     | 0.957  | 0.972 | 0.785    |
+| tissue           | 482         | 978       | 0.999     | 0.994  | 0.995 | 0.909    |