{
"settings": {
"project_name": "Customizable_ROI_Tracking",
"language": "Python",
"frameworks": ["OpenCV", "YOLOvX"],
"tools": ["Cursor Editor", "YOLO model weights"],
"environment": "local"
},
"tasks": [
{
"name": "Setup Environment",
"description": "Install required libraries and set up YOLOvX environment.",
"steps": [
"Install Python >= 3.7",
"Install OpenCV (`pip install opencv-python`)",
"Download and set up YOLOvX weights",
"Test installation with a sample YOLO model"
],
"dependencies": []
},
{
"name": "Develop ROI Editor",
"description": "Build a cursor-based editor for selecting and modifying ROIs.",
"steps": [
"Create a GUI window using OpenCV.",
"Implement mouse event listeners to capture ROI selection and updates.",
"Highlight the selected ROI dynamically on the video frame."
],
"dependencies": ["Setup Environment"]
},
{
"name": "Integrate YOLOvX",
"description": "Integrate YOLOvX object detection into the system.",
"steps": [
"Load YOLOvX weights and configurations.",
"Perform inference on the selected ROI.",
"Optimize the pipeline to only process the ROI area."
],
"dependencies": ["Setup Environment"]
},
{
"name": "Optimize System Performance",
"description": "Reduce computational overhead by focusing on the ROI.",
"steps": [
"Restrict frame analysis to the ROI.",
"Benchmark speed improvements with and without ROI."
],
"dependencies": ["Develop ROI Editor", "Integrate YOLOvX"]
},
{
"name": "Design User Interface",
"description": "Add a user-friendly interface for ROI adjustments.",
"steps": [
"Implement options for resizing and moving the ROI.",
"Add hotkeys for quick ROI adjustments."
],
"dependencies": ["Develop ROI Editor"]
},
{
"name": "Test and Deploy",
"description": "Test the system in real-world scenarios and package for deployment.",
"steps": [
"Run test cases for surveillance, traffic monitoring, and other use cases.",
"Document findings and refine the system.",
"Package the application for distribution."
],
"dependencies": ["Optimize System Performance", "Design User Interface"]
}
],
"rules": {
"on_task_completion": {
"action": "notify",
"message": "Task completed successfully. Proceed to the next step."
},
"on_error": {
"action": "log",
"message": "An error occurred. Check the logs for more details."
}
}
}
python
rest-api
First Time Repository
Python
Languages:
Python: 13.1KB
Created: 12/6/2024
Updated: 12/6/2024