Update YOLO11 Actions and Docs (#16596)
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---
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comments: true
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description: Optimize parking spaces and enhance safety with Ultralytics YOLOv8. Explore real-time vehicle detection and smart parking solutions.
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keywords: parking management, YOLOv8, Ultralytics, vehicle detection, real-time tracking, parking lot optimization, smart parking
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description: Optimize parking spaces and enhance safety with Ultralytics YOLO11. Explore real-time vehicle detection and smart parking solutions.
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keywords: parking management, YOLO11, Ultralytics, vehicle detection, real-time tracking, parking lot optimization, smart parking
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---
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# Parking Management using Ultralytics YOLOv8 🚀
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# Parking Management using Ultralytics YOLO11 🚀
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## What is Parking Management System?
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Parking management with [Ultralytics YOLOv8](https://github.com/ultralytics/ultralytics/) ensures efficient and safe parking by organizing spaces and monitoring availability. YOLOv8 can improve parking lot management through real-time vehicle detection, and insights into parking occupancy.
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Parking management with [Ultralytics YOLO11](https://github.com/ultralytics/ultralytics/) ensures efficient and safe parking by organizing spaces and monitoring availability. YOLO11 can improve parking lot management through real-time vehicle detection, and insights into parking occupancy.
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<p align="center">
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<br>
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@ -18,21 +18,21 @@ Parking management with [Ultralytics YOLOv8](https://github.com/ultralytics/ultr
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allowfullscreen>
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</iframe>
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<br>
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<strong>Watch:</strong> How to Implement Parking Management Using Ultralytics YOLOv8 🚀
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<strong>Watch:</strong> How to Implement Parking Management Using Ultralytics YOLO 🚀
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</p>
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## Advantages of Parking Management System?
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- **Efficiency**: Parking lot management optimizes the use of parking spaces and reduces congestion.
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- **Safety and Security**: Parking management using YOLOv8 improves the safety of both people and vehicles through surveillance and security measures.
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- **Reduced Emissions**: Parking management using YOLOv8 manages traffic flow to minimize idle time and emissions in parking lots.
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- **Safety and Security**: Parking management using YOLO11 improves the safety of both people and vehicles through surveillance and security measures.
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- **Reduced Emissions**: Parking management using YOLO11 manages traffic flow to minimize idle time and emissions in parking lots.
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## Real World Applications
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| Parking Management System | Parking Management System |
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| :----------------------------------------------------------------------------------------------------------------------------------------------------------------: | :------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| Parking management Aerial View using Ultralytics YOLOv8 | Parking management Top View using Ultralytics YOLOv8 |
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|  |  |
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| Parking management Aerial View using Ultralytics YOLO11 | Parking management Top View using Ultralytics YOLO11 |
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## Parking Management System Code Workflow
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@ -49,7 +49,7 @@ Parking management with [Ultralytics YOLOv8](https://github.com/ultralytics/ultr
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Max Image Size of 1920 * 1080 supported
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!!! example "Parking slots Annotator Ultralytics YOLOv8"
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!!! example "Parking slots Annotator Ultralytics YOLO11"
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=== "Parking Annotator"
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@ -61,11 +61,11 @@ Parking management with [Ultralytics YOLOv8](https://github.com/ultralytics/ultr
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- After defining the parking areas with polygons, click `save` to store a JSON file with the data in your working directory.
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### Python Code for Parking Management
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!!! example "Parking management using YOLOv8 Example"
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!!! example "Parking management using YOLO11 Example"
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=== "Parking Management"
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@ -84,7 +84,7 @@ Parking management with [Ultralytics YOLOv8](https://github.com/ultralytics/ultr
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# Initialize parking management object
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parking_manager = solutions.ParkingManagement(
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model="yolov8n.pt", # path to model file
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model="yolo11n.pt", # path to model file
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json_file="bounding_boxes.json", # path to parking annotations file
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)
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@ -104,7 +104,7 @@ Parking management with [Ultralytics YOLOv8](https://github.com/ultralytics/ultr
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| Name | Type | Default | Description |
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| ------------------------ | ------- | ------------- | -------------------------------------------------------------- |
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| `model` | `str` | `None` | Path to the YOLOv8 model. |
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| `model` | `str` | `None` | Path to the YOLO11 model. |
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| `json_file` | `str` | `None` | Path to the JSON file, that have all parking coordinates data. |
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| `occupied_region_color` | `tuple` | `(0, 0, 255)` | RGB color for occupied regions. |
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| `available_region_color` | `tuple` | `(0, 255, 0)` | RGB color for available regions. |
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@ -115,33 +115,33 @@ Parking management with [Ultralytics YOLOv8](https://github.com/ultralytics/ultr
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## FAQ
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### How does Ultralytics YOLOv8 enhance parking management systems?
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### How does Ultralytics YOLO11 enhance parking management systems?
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Ultralytics YOLOv8 greatly enhances parking management systems by providing **real-time vehicle detection** and monitoring. This results in optimized usage of parking spaces, reduced congestion, and improved safety through continuous surveillance. The [Parking Management System](https://github.com/ultralytics/ultralytics) enables efficient traffic flow, minimizing idle times and emissions in parking lots, thereby contributing to environmental sustainability. For further details, refer to the [parking management code workflow](#python-code-for-parking-management).
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Ultralytics YOLO11 greatly enhances parking management systems by providing **real-time vehicle detection** and monitoring. This results in optimized usage of parking spaces, reduced congestion, and improved safety through continuous surveillance. The [Parking Management System](https://github.com/ultralytics/ultralytics) enables efficient traffic flow, minimizing idle times and emissions in parking lots, thereby contributing to environmental sustainability. For further details, refer to the [parking management code workflow](#python-code-for-parking-management).
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### What are the benefits of using Ultralytics YOLOv8 for smart parking?
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### What are the benefits of using Ultralytics YOLO11 for smart parking?
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Using Ultralytics YOLOv8 for smart parking yields numerous benefits:
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Using Ultralytics YOLO11 for smart parking yields numerous benefits:
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- **Efficiency**: Optimizes the use of parking spaces and decreases congestion.
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- **Safety and Security**: Enhances surveillance and ensures the safety of vehicles and pedestrians.
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- **Environmental Impact**: Helps in reducing emissions by minimizing vehicle idle times. More details on the advantages can be seen [here](#advantages-of-parking-management-system).
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### How can I define parking spaces using Ultralytics YOLOv8?
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### How can I define parking spaces using Ultralytics YOLO11?
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Defining parking spaces is straightforward with Ultralytics YOLOv8:
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Defining parking spaces is straightforward with Ultralytics YOLO11:
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1. Capture a frame from a video or camera stream.
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2. Use the provided code to launch a GUI for selecting an image and drawing polygons to define parking spaces.
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3. Save the labeled data in JSON format for further processing. For comprehensive instructions, check the [selection of points](#selection-of-points) section.
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### Can I customize the YOLOv8 model for specific parking management needs?
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### Can I customize the YOLO11 model for specific parking management needs?
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Yes, Ultralytics YOLOv8 allows customization for specific parking management needs. You can adjust parameters such as the **occupied and available region colors**, margins for text display, and much more. Utilizing the `ParkingManagement` class's [optional arguments](#optional-arguments-parkingmanagement), you can tailor the model to suit your particular requirements, ensuring maximum efficiency and effectiveness.
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Yes, Ultralytics YOLO11 allows customization for specific parking management needs. You can adjust parameters such as the **occupied and available region colors**, margins for text display, and much more. Utilizing the `ParkingManagement` class's [optional arguments](#optional-arguments-parkingmanagement), you can tailor the model to suit your particular requirements, ensuring maximum efficiency and effectiveness.
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### What are some real-world applications of Ultralytics YOLOv8 in parking lot management?
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### What are some real-world applications of Ultralytics YOLO11 in parking lot management?
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Ultralytics YOLOv8 is utilized in various real-world applications for parking lot management, including:
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Ultralytics YOLO11 is utilized in various real-world applications for parking lot management, including:
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- **Parking Space Detection**: Accurately identifying available and occupied spaces.
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- **Surveillance**: Enhancing security through real-time monitoring.
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