Augmented Startups – Traffic Monitoring Pro: Yolox Pro

Augmented Startups – Traffic Monitoring Pro: Yolox Pro course is now available at an affordable price. You can check out directly using multiple payment gateway options. If you have any questions or need an alternative payment method, feel free to contact us.

Proof of Contents

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.

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

Delivery Policy

When will I receive my course?

You will receive a link to download/view your course immediately or within 1 to 24 hrs. It may takes few minutes, also few hours but never more than 24 hrs. Due to different time zone reasons.

How is my course delivered?

We deliver courses through Google Drive or Telegram. Once your order is complete, you?ll receive an email with a Google Drive or Telegram channel access link to view/download the course.

In case you submit a wrong email address, please contact us to resend the course to the correct email.

Where can I find my course?

Upon completing your order, a link to download or access the course will be sent to your email. Alternatively, you can find it in the ‘My Account’ download section.
If you do not see it there, please share a screenshot of your order and payment with me on Telegram at @ bossallcourses_bot to ensure prompt assistance. I am highly responsive on Telegram.