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27
.gitignore vendored
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@ -3,22 +3,6 @@ __pycache__/
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# C extensions
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# Distribution / packaging
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.Python
# PyBuilder
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target/
=======
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venv/ venv/
env/ env/
@ -39,6 +23,17 @@ dist/
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# MyPy cache
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# PyTest cache
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# Coverage reports
htmlcov/
.coverage
.coverage.*
.cache
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73
LICENSE
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@ -1,73 +0,0 @@
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@ -1,11 +1,9 @@
# 🚀 New-Plate # 🚀 Helmet Violation Detector
A **real-time helmet violation detection system** that identifies motorcycles, detects whether riders are wearing helmets, and reads license plates using **YOLO, PaddleOCR, and OpenCV**. A **real-time helmet violation detection system** that identifies motorcycles, detects whether riders are wearing helmets, and reads license plates using **YOLO, PaddleOCR, and OpenCV**.
--- ---
### 📦 `Python 3.12 or below` is required for program compilation
## 📌 Features ## 📌 Features
- 🏍️ **Motorcycle Detection** (YOLO-based) - 🏍️ **Motorcycle Detection** (YOLO-based)
@ -24,7 +22,7 @@ A **real-time helmet violation detection system** that identifies motorcycles, d
### 1⃣ Clone the Repository ### 1⃣ Clone the Repository
```bash ```bash
git clone https://forge.bitmutex.com/bigwiz/new-plate git clone https://github.com/yourusername/helmet-violation-detector.git
cd helmet-violation-detector cd helmet-violation-detector
``` ```
@ -45,7 +43,7 @@ Ensure you have **Python 3.8+** installed. Then, run:
pip install -r requirements.txt pip install -r requirements.txt
``` ```
📌 **Troubleshooting** : **🔹 Note:**
1. If you face **PaddleOCR-related dependency issues**, make sure to install **paddlepaddle**: 1. If you face **PaddleOCR-related dependency issues**, make sure to install **paddlepaddle**:
```bash ```bash
@ -111,3 +109,32 @@ pip install -r requirements.txt
``` ```
--- ---
## 📌 Troubleshooting
### ❓ Facing PaddleOCR Issues?
If you get errors related to `protobuf` or `paddleocr`, try:
```bash
pip install paddlepaddle
```
or
```bash
pip install protobuf==3.20.*
```
---
## 📜 License
This project is licensed under the **Apache 2.0 License**.
---
## 👨‍💻 Author
Developed by **Bitmutex Technologies** 🚀

24
main.py
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@ -31,7 +31,7 @@ CAMERA_SOURCE = 1 #Webcam / Camera Source REMEMBER WINDOWS HAS WEBCAM ACCESS ISS
# Load YOLO models # Load YOLO models
motorcycle_model = YOLO("models/yolov8n.pt") # Pretrained COCO model (motorcycles) motorcycle_model = YOLO("models/yolov8n.pt") # Pretrained COCO model (motorcycles)
helmet_model = YOLO("models/helmetYoloV8_25epochs.pt") # Custom helmet detection model helmet_model = YOLO("models/helmetYoloV8_25epochs.pt") # Custom helmet detection model
plate_model = YOLO("models/license_plate_detector1.pt") # Custom license plate detection model plate_model = YOLO("models/license_plate_detector.pt") # Custom license plate detection model
# Initialize OCR # Initialize OCR
ocr = PaddleOCR(use_angle_cls=True, lang='en') # Angle correction enabled ocr = PaddleOCR(use_angle_cls=True, lang='en') # Angle correction enabled
@ -39,7 +39,7 @@ ocr = PaddleOCR(use_angle_cls=True, lang='en') # Angle correction enabled
# Define Colors # Define Colors
COLOR_MOTORCYCLE = (0, 255, 0) # Green COLOR_MOTORCYCLE = (0, 255, 0) # Green
COLOR_NO_HELMET = (0, 0, 255) # Red COLOR_NO_HELMET = (0, 0, 255) # Red
COLOR_LICENSE_PLATE = (255, 0, 0) # Blue COLOR_LICENSE_PLATE = (0, 0, 255) # Red
#Report Filepath #Report Filepath
EXCEL_FILE = "report.xlsx" EXCEL_FILE = "report.xlsx"
@ -173,7 +173,7 @@ class RealTimeProcessor(QThread):
break break
# Process the frame # Process the frame
processed_frame, license_plate_text = self.parent.process_image(frame, is_video=True) processed_frame, _ = self.parent.process_image(frame, is_video=True)
# Emit signal to update UI # Emit signal to update UI
self.frame_processed.emit(processed_frame) self.frame_processed.emit(processed_frame)
@ -579,7 +579,6 @@ class HelmetDetectionApp(QWidget):
# Format the Excel file # Format the Excel file
format_excel(EXCEL_FILE) format_excel(EXCEL_FILE)
def process_image(self, image_path, is_video=False, output_folder="output/"): def process_image(self, image_path, is_video=False, output_folder="output/"):
# 🖼️ Handle video frames directly # 🖼️ Handle video frames directly
@ -682,21 +681,12 @@ class HelmetDetectionApp(QWidget):
# Convert BGR to RGB (PaddleOCR expects RGB) # Convert BGR to RGB (PaddleOCR expects RGB)
plate_roi_rgb = cv2.cvtColor(plate_roi_denoised, cv2.COLOR_GRAY2RGB) plate_roi_rgb = cv2.cvtColor(plate_roi_denoised, cv2.COLOR_GRAY2RGB)
# Perform OCR with PaddleOCR # Perform OCR with PaddleOCR
result = ocr.ocr(plate_roi_rgb, cls=True) result = ocr.ocr(plate_roi_rgb, cls=True)
print("Raw Result:", result) print("Raw Result:", result)
# Perform OCR with PaddleOCR # Extract text from PaddleOCR result
result = ocr.ocr(plate_roi_rgb, cls=True) if result and len(result[0]) > 0:
print("Raw OCR Result:", result)
# Ensure result is valid
if result is None or not isinstance(result, list) or len(result) == 0:
print("⚠️ OCR result is None or empty!")
license_plate_text = "N/A" # Set default value
elif isinstance(result[0], list) and len(result[0]) > 0:
print("✅ OCR detected text.")
license_plate_text = " ".join([entry[1][0] for entry in result[0]]) # Extract text license_plate_text = " ".join([entry[1][0] for entry in result[0]]) # Extract text
print("🚗 Detected Plate:", license_plate_text) print("🚗 Detected Plate:", license_plate_text)
@ -707,9 +697,7 @@ class HelmetDetectionApp(QWidget):
cv2.rectangle(image, (mx1 + px1, my1 + py1), (mx1 + px2, my1 + py2), COLOR_LICENSE_PLATE, 2) cv2.rectangle(image, (mx1 + px1, my1 + py1), (mx1 + px2, my1 + py2), COLOR_LICENSE_PLATE, 2)
cv2.putText(image, f"Plate: {license_plate_text}", (mx1 + px1, my1 + py1 - 10), cv2.putText(image, f"Plate: {license_plate_text}", (mx1 + px1, my1 + py1 - 10),
cv2.FONT_HERSHEY_SIMPLEX, 0.5, COLOR_LICENSE_PLATE, 2) cv2.FONT_HERSHEY_SIMPLEX, 0.5, COLOR_LICENSE_PLATE, 2)
else:
print("⚠️ OCR result does not contain expected text format!")
license_plate_text = "N/A" # Set default value
# 📁 Save processed image for single-image mode # 📁 Save processed image for single-image mode
os.makedirs(output_folder, exist_ok=True) os.makedirs(output_folder, exist_ok=True)

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