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Traffic Monitoring Pro: Yolox Pro

Build It Yourself

Pros

• Deploy Anywhere: Flexibility to deploy your traffic monitoring solution in any environment.
• Feature-Rich & Flexible: Customize with any model or library to suit your specific needs.
• No Monthly Costs: Enjoy cost savings by avoiding recurring subscription fees.
• Data Privacy & Security: Keep your data private and secure as it’s not hosted on third-party servers.

Cons

• Programming Background Required: A solid understanding of programming is essential for building and maintaining the system.
• Limited Tutorials: Fewer tutorials and courses available compared to pre-built solutions, making it challenging for beginners.

Module 1: Object Detection

YOLOX Basics

• Introduction to YOLOX: Dive into the fundamentals of YOLOX, a state-of-the-art object detection model.
• YOLOX Paper Review: Explore the research behind YOLOX and its advancements in object detection.
• Loss Function: Understand the mathematical foundation of YOLOX’s loss function.
• Evaluation Metrics: Learn how to evaluate the performance of your YOLOX model.
• Intersection Over Union (IoU): Master the concept of IoU and its role in object detection.
• Non-Max Suppression: Implement NMS to refine your object detection results.
• Mean Average Precision (mAP): Measure the accuracy of your YOLOX model with mAP.
• YOLOX on Video/Image: Apply YOLOX to detect objects in both static images and video streams.
• YOLOX Live Inference: Experience real-time object detection with YOLOX.

Module 2: Training Custom YOLOX

Data Collection

• Data Augmentation: Enhance your dataset with various augmentation techniques.
• Dataset Bias & Health: Identify and mitigate biases in your dataset to improve model performance.
• Tuning Training Parameters: Optimize your training process for better results.
• Model Performance Analysis: Evaluate and fine-tune your YOLOX model’s performance.
• Active Learning: Automate annotation processes for faster and more accurate data labeling.

Module 3+4: YOLOX + Tracking

Object Tracking Basics

• SOTA Exploration & Paper Review: Explore the latest advancements in object tracking and review key papers.
• Basic Tracking Architecture: Implement a foundational tracking system.
• Multi-Object Tracking (MOT): Track multiple objects simultaneously.
• Integrating YOLOX with SORT: Combine YOLOX with SORT for enhanced tracking capabilities.
• App 1: Detect & Track Vehicles: Build an application to detect and track vehicles in real-time.
• App 2: Count & Sort Vehicles: Develop an app to count and categorize vehicles.
• App 3: Identify Direction Trajectories: Analyze vehicle movement patterns.
• App 4: Speed Calculation: Calculate the speed of tracked objects.
• Track from LIVE RTSP Camera: Implement live tracking from RTSP cameras.

Module 5: Traffic Flow Dash App

Build a Full-Stack Vision Analytics Dashboard

• Dashboard Basics: Learn the essentials of creating a comprehensive traffic monitoring dashboard.
• Plotly Dash Fundamentals: Master the Plotly Dash framework for building interactive dashboards.
• Dash User Interface Planning: Design an intuitive and user-friendly interface.
• HTML Elements: Utilize HTML elements to enhance your dashboard’s layout.
• Dash Core Components: Incorporate interactive components for dynamic data visualization.
• Visualizations – UI Widgets: Add widgets for real-time data interaction.
• Visualizations – Graphs: Create detailed graphs to visualize traffic flow.
• Visualizations – Pie Charts & Sunburst Charts: Use pie and sunburst charts for insightful data representation.
• Bootstrapping Dash: Deploy and optimize your dashboard for real-world traffic monitoring.
  

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  Salepage: https://www.augmentedstartups.com/yolox-pro-computer-vision-dashboard

Delivery Method

• Upon completing your purchase, we will send you download link, through Mega.nz or Telegram.
• Given that this is a digital copy, we recommend downloading and saving it to your hard drive. Should the link become broken for any reason, please reach out to us, and we will promptly resend a new download link.
• If you are unable to locate the download link, there's no need to worry. We will update and notify you as soon as possible, typically within 24-72 hours.

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