Update services/operations_maintenance/pothole_detection.py

services/operations_maintenance/pothole_detection.py

@@ -1,30 +1,27 @@
-# services/operations_maintenance/pothole_detection.py
 import cv2
 import numpy as np
 from ultralytics import YOLO
 import os
 
-# Load YOLOv8m-seg model
+# Load YOLOv8m model
 BASE_DIR = os.path.dirname(os.path.abspath(__file__))
-MODEL_PATH = os.path.join(BASE_DIR, "../../models/yolov8m-seg.pt")
+MODEL_PATH = os.path.join(BASE_DIR, "../../models/yolov8m.pt")
 model = YOLO(MODEL_PATH)
 
-def detect_potholes(frame):
+def process_potholes(frame):
     """
-    Detect potholes in a frame using YOLOv8m-seg.
+    Detect potholes in a frame.
     Args:
         frame: Input frame (numpy array)
     Returns:
-        dict: Detection results with numbered labels
+        list: List of detected potholes
         numpy array: Annotated frame
     """
-    # Run YOLOv8 inference
     results = model(frame)
 
     detections = []
     line_counter = 1  # Initialize counter for numbered labels
 
-    # Process detections
     for r in results:
         for box in r.boxes:
             conf = float(box.conf[0])
@@ -38,26 +35,20 @@ def detect_potholes(frame):
             x_min, y_min, x_max, y_max = map(int, xyxy)
 
             # Add numbered label
-            detection_label = f"Line {line_counter} - Pothole (Conf: {conf:.2f})"
+            detection_label = f"Line {line_counter} - {label.capitalize()} (Conf: {conf:.2f})"
             detections.append({
+                "type": label,
                 "label": detection_label,
                 "confidence": conf,
                 "coordinates": [x_min, y_min, x_max, y_max]
             })
 
             # Draw bounding box and label
-            color = (255, 0, 0)  # Red for potholes
+            color = (255, 165, 0)  # Orange for potholes
             cv2.rectangle(frame, (x_min, y_min), (x_max, y_max), color, 2)
             cv2.putText(frame, detection_label, (x_min, y_min - 10), 
                         cv2.FONT_HERSHEY_SIMPLEX, 0.5, color, 2)
             
             line_counter += 1
 
-    return {"detections": detections, "frame": frame}
-
-def process_potholes(frame):
-    """
-    Wrapper function for integration with app.py.
-    """
-    result = detect_potholes(frame)
-    return result["detections"], result["frame"]
+    return detections, frame