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new file mode 100644
index 0000000..7b86820
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diff --git a/backend/runs/detect/train3/args.yaml b/backend/runs/detect/train3/args.yaml
new file mode 100644
index 0000000..bd533e1
--- /dev/null
+++ b/backend/runs/detect/train3/args.yaml
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diff --git a/backend/runs/detect/train3/results.png b/backend/runs/detect/train3/results.png
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diff --git a/backend/runs/detect/val/confusion_matrix.png b/backend/runs/detect/val/confusion_matrix.png
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diff --git a/backend/runs/detect/val/confusion_matrix_normalized.png b/backend/runs/detect/val/confusion_matrix_normalized.png
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diff --git a/backend/runs/detect/val/val_batch0_labels.jpg b/backend/runs/detect/val/val_batch0_labels.jpg
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diff --git a/backend/runs/detect/val/val_batch0_pred.jpg b/backend/runs/detect/val/val_batch0_pred.jpg
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diff --git a/backend/test_model.py b/backend/test_model.py
index 6b15351..a59ed2a 100644
--- a/backend/test_model.py
+++ b/backend/test_model.py
@@ -1,11 +1,12 @@
-from backend.models.yolo_manager import YOLOManager
+from models.yolo_manager import YOLOManager
 import cv2
 import os
 
-def test_model(model_path="backend/models/best.pt", source="test_video.mp4"):
+def test_model(model_path=r"D:\Time-Pass-Projects\pothole-roadsign detection\backend\runs\detect\train3\weights\best.pt", source="test_video.mp4"):
     """
     Tests the YOLO model on a video or image.
     """
+    print(f"DEBUG: Looking for model at: {os.path.abspath(model_path)}")
     if not os.path.exists(model_path):
         print(f"Model not found at {model_path}. Using standard yolov8n.pt for demo.")
         model_path = "yolov8n.pt"
@@ -20,8 +21,9 @@ def test_model(model_path="backend/models/best.pt", source="test_video.mp4"):
             print(f"Could not read image: {source}")
             return
         
-        results = yolo.detect(frame)
+        results = yolo.detect(frame, conf=0.01)
         res_plotted = results.plot()
+        print(f"Detections: {len(results.boxes)}")
         cv2.imshow("YOLO Detection", res_plotted)
         cv2.waitKey(0)
         cv2.destroyAllWindows()
@@ -40,7 +42,7 @@ def test_model(model_path="backend/models/best.pt", source="test_video.mp4"):
                 break
             
             # Use 'track' or 'detect'
-            results = yolo.track(frame)
+            results = yolo.track(frame, conf=0.01)
             
             # Plot results on frame
             annotated_frame = results.plot()
@@ -54,7 +56,7 @@ def test_model(model_path="backend/models/best.pt", source="test_video.mp4"):
 
 if __name__ == "__main__":
     # CHANGE THIS to your test file
-    TEST_FILE = "d:/path/to/your/test/video_or_image.jpg" 
+    TEST_FILE = r"D:\Time-Pass-Projects\pothole-roadsign detection\datasets\road_signs_potholes\test_video.mp4" 
     
     if not os.path.exists(TEST_FILE):
         if TEST_FILE == "0":
diff --git a/datasets/road_signs_potholes/test_video.mp4 b/datasets/road_signs_potholes/test_video.mp4
new file mode 100644
index 0000000..4330c66
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diff --git a/datasets/road_signs_potholes/train/labels.cache b/datasets/road_signs_potholes/train/labels.cache
new file mode 100644
index 0000000..efa5796
Binary files /dev/null and b/datasets/road_signs_potholes/train/labels.cache differ
diff --git a/datasets/road_signs_potholes/val/images/road_003.jpg b/datasets/road_signs_potholes/val/images/road_003.jpg
deleted file mode 100644
index e69de29..0000000
diff --git a/datasets/road_signs_potholes/val/images/road_003.png b/datasets/road_signs_potholes/val/images/road_003.png
new file mode 100644
index 0000000..6744a1c
Binary files /dev/null and b/datasets/road_signs_potholes/val/images/road_003.png differ
diff --git a/datasets/road_signs_potholes/val/labels.cache b/datasets/road_signs_potholes/val/labels.cache
new file mode 100644
index 0000000..ddbec23
Binary files /dev/null and b/datasets/road_signs_potholes/val/labels.cache differ
diff --git a/datasets/road_signs_potholes/val/labels/road_003.txt b/datasets/road_signs_potholes/val/labels/road_003.txt
index a98593d..5071501 100644
--- a/datasets/road_signs_potholes/val/labels/road_003.txt
+++ b/datasets/road_signs_potholes/val/labels/road_003.txt
@@ -1 +1 @@
-0 0.4 0.4 0.15 0.15
+0 0.481481 0.488739 0.757202 0.815315
\ No newline at end of file