Real-Time Passenger Counting System A computer vision-based approach for monitoring passenger flow in public transport --> I am sharing my project on a real-time passenger counting system developed using computer vision techniques. --> The system processes video input to detect and track people, and accurately counts passengers entering and exiting using a line-crossing method. The passenger count is updated in real time and can be stored for further analysis and monitoring. --> This project is designed to support smarter and more efficient public transportation systems by providing reliable passenger data. --> Technologies used: Python, OpenCV, PyTorch I welcome feedback and suggestions. #ComputerVision #MachineLearning #Python #OpenCV #AI #SmartTransport #StudentProject
More Relevant Posts
-
🚀 Turning concepts into practice! I built a Photo Editor Application using Python and OpenCV to explore how image processing works behind the scenes. What started as a small idea turned into a great learning experience in computer vision. ✨ What this project can do: • Resize images easily • Adjust brightness & contrast • Convert images to grayscale • Detect edges and highlight structures • Rotate images with precision 💡 What I gained from this: • Clear understanding of pixel-level operations • Hands-on experience with OpenCV functions • Confidence in building real-world mini applications This project helped me connect theory with real implementation — which is where actual learning happens. 🔗 Check it out(Github): https://lnkd.in/giBkvNAQ More improvements coming soon! #Python #OpenCV #ComputerVision #ImageProcessing #Projects #Learning #DataScience #Innomatics
To view or add a comment, sign in
-
Built a real-time Face Mesh detection system using OpenCV and MediaPipe 🎯 This project captures live video from the webcam and maps 468 facial landmarks with high precision, enabling advanced facial tracking and visualization. Tech Stack: Python | OpenCV | MediaPipe Excited to explore more in computer vision and AI 🚀 #ComputerVision #AI #Python #OpenCV #MediaPipe #Projects
To view or add a comment, sign in
-
Been exploring Computer Vision using OpenCV and honestly had a lot of fun with it. Real-time hand tracking, gesture recognition, and object detection — all running live through the camera. Fed it custom image datasets so the model could learn and predict objects more accurately. Exploring how training data, model predictions, and real-time inference come together in practice. Still figuring out a lot and enjoying every bit of it. #OpenCV #ComputerVision #MachineLearning #Python #Ai #pythonprogramming
To view or add a comment, sign in
-
Excited to share my AI Hand Gesture Calculator project! ✋🧮 This project is an innovative application that allows users to perform mathematical calculations using hand gestures instead of a physical calculator or keyboard. By using computer vision and AI-based hand tracking, the system detects finger movements in real time and converts them into calculator inputs. Built using Python, OpenCV, and MediaPipe, this project demonstrates gesture recognition, real-time processing, and human-computer interaction. It captures live video through a webcam, tracks hand landmarks, and interprets gestures to perform arithmetic operations instantly. This project enhanced my skills in computer vision, machine learning concepts, Python programming, and real-time application development. Would love to hear your feedback and suggestions! #ArtificialIntelligence #ComputerVision #Python #OpenCV #MediaPipe #MachineLearning #AIProjects #TechInnovation #LinkedInProjects
To view or add a comment, sign in
-
🤯 No mouse. No touch. Just hand gestures. I built a system that lets me control my computer using only my hand in the air. Sounds simple, but behind this is real-time hand tracking, gesture detection, and precise mapping of finger movements to system actions. With this, I can: 👉 Move the cursor 👉 Left & Right Click 👉 Drag and Drop 👉 Scroll pages 👉 Take screenshots All without touching any hardware. 💻 Built using: Python, OpenCV, MediaPipe, PyAutoGUI Still improving it, adding smoother motion and smarter gesture recognition next. #ComputerVision #AI #Python #OpenCV #MediaPipe #Innovation #FutureOfTech #StudentProjects #TechBuild #Developers #LearningByDoing
To view or add a comment, sign in
-
Built my first Real-Time AI Hand Gesture Recognition System Today I built a computer vision project using Python, OpenCV, and MediaPipe that can detect a human hand in real-time through webcam and count fingers accurately. 🧠 Features: ✔ Real-time hand tracking ✔ Finger counting (0–5) ✔ Gesture recognition (STOP / GO) ✔ Hand orientation fix (left/right detection) This project helped me understand how AI models process live camera input and how small logic changes can significantly improve accuracy (especially thumb detection based on hand orientation). Tech Stack: Python | OpenCV | MediaPipe Still learning, but step by step building toward real-world AI applications and computer vision systems. Next goal: upgrading this into a full gesture-controlled system (mouse control / volume control). #MachineLearning #ComputerVision #Python #AI #OpenCV #LearningByDoing #100DaysOfCode
To view or add a comment, sign in
-
Excited to share my latest project: 𝐇𝐚𝐧𝐝 𝐆𝐞𝐬𝐭𝐮𝐫𝐞 𝐃𝐫𝐚𝐰𝐢𝐧𝐠 𝐀𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧 I built a real-time system that allows users to draw in the air using hand gestures - no mouse or keyboard required. This project is developed using Python, OpenCV, and MediaPipe, where the application captures live video, detects hand landmarks, and converts gestures into drawing actions. 𝑭𝒆𝒂𝒕𝒖𝒓𝒆𝒔: • Draw using finger movement • Change colors with gestures • Erase drawings using hand gestures • Supports both single-hand and two-hand modes 𝑻𝒆𝒄𝒉 𝑺𝒕𝒂𝒄𝒌: Python || OpenCV || MediaPipe || NumPy 𝑾𝒉𝒂𝒕 𝑰 𝒍𝒆𝒂𝒓𝒏𝒆𝒅: • Computer Vision fundamentals • Real-time gesture recognition • Working with pre-trained ML models 🎥 𝑫𝒆𝒎𝒐 𝒗𝒊𝒅𝒆𝒐 𝒂𝒕𝒕𝒂𝒄𝒉𝒆𝒅 𝒃𝒆𝒍𝒐𝒘 : 𝐆𝐢𝐭𝐇𝐮𝐛: https://lnkd.in/eRkUXtjb 𝘐 𝘸𝘰𝘶𝘭𝘥 𝘭𝘰𝘷𝘦 𝘵𝘰 𝘩𝘦𝘢𝘳 𝘺𝘰𝘶𝘳 𝘧𝘦𝘦𝘥𝘣𝘢𝘤𝘬 𝘢𝘯𝘥 𝘴𝘶𝘨𝘨𝘦𝘴𝘵𝘪𝘰𝘯𝘴! #Python #OpenCV #MediaPipe #ComputerVision #AI #Projects #Learning #Developer
To view or add a comment, sign in
-
Day 110/365 — Building a Hand Detection System with Python Today I started working on a real-time hand detection system using my webcam. The goal? To move closer to building AI-powered gesture control systems (think controlling apps with your hands ). 🛠️ What I’m using: - Python – core language - OpenCV – for camera capture & image processing - MediaPipe – for hand tracking & detection-Webcam (real-time input) What I built today: - Connected camera using OpenCV - Displayed live video feed - Set up the loop to process frames - Preparing for hand landmark detection next What’s next: 1. Detect hand landmarks 2. Track finger positions 3. Map gestures to actions (like volume control, scrolling, etc.) This is how simple projects grow into powerful AI systems. #Day109 #365DaysOfCode #Python #AI #ComputerVision #OpenCV #MediaPipe #BuildInPublic #ZambiaTech
To view or add a comment, sign in
-
-
You can build what you see here. 🐍 In 3D and Spatial AI, Python is no longer an "extra"—it’s the backbone. At the 3D Geodata Academy, I teach you to stop being a user of tools and start being an architect of systems, such as this one. Right now, I'm showing how we can leverage Python to: 1. Automatically detect every component in a complex industrial scene. 2. Build a Spatial Graph that understands how these objects relate. 3. Query it with LLMs—literally "chatting" with your Digital Twin to extract instant engineering insights. This is the shift from manual data processing to Autonomous Spatial Intelligence. Ready to build the future? Reach out, get training and courses at: https://learngeodata.eu #Python #3DGeodataAcademy #SpatialAI #IndustrialAI #DigitalTwin
To view or add a comment, sign in
-
Explore related topics
Explore content categories
- Career
- Productivity
- Finance
- Soft Skills & Emotional Intelligence
- Project Management
- Education
- Technology
- Leadership
- Ecommerce
- User Experience
- Recruitment & HR
- Customer Experience
- Real Estate
- Marketing
- Sales
- Retail & Merchandising
- Science
- Supply Chain Management
- Future Of Work
- Consulting
- Writing
- Economics
- Artificial Intelligence
- Employee Experience
- Workplace Trends
- Fundraising
- Networking
- Corporate Social Responsibility
- Negotiation
- Communication
- Engineering
- Hospitality & Tourism
- Business Strategy
- Change Management
- Organizational Culture
- Design
- Innovation
- Event Planning
- Training & Development