Upwork home
Sign up
Project Catalog
DesignDesign
Video & AudioVideo & Audio
Development & ITDevelopment & IT
MarketingMarketing
Writing & TranslationWriting & Translation
MoreMore

You will get Vehicle Count & Speed Estimation

Darshan G.Status: Offline
Darshan G.
Play video

Let a pro handle the details

Buy Other AI & Machine Learning services from Darshan, priced and ready to go.
Darshan G.Status: Offline
Darshan G.
Play video

Let a pro handle the details

Buy Other AI & Machine Learning services from Darshan, priced and ready to go.

Project details

This project involves vehicle tracking, counting and speed estimation using YOLOv8 for detection. The system detects vehicles in a video, assigns unique IDs and tracks them across frames. It calculates the speed based on the distance moved by vehicles in pixels per frame and converts it into kilometers per hour (km/h). Vehicles that cross a specific line in the frame are counted and their speed is displayed in real time on the video. The processed video includes bounding boxes around vehicles, speed annotations and the total vehicle count.

Technologies used in this project include Python, YOLOv8 for vehicle detection, OpenCV for video processing, NumPy for data manipulation and SciPy for calculating distances. The project can be customized for different video input sources and can handle various vehicle types like cars, trucks and motorcycles. The output video is saved with all the annotations and can be provided in the specified format and resolution. This solution is ideal for surveillance applications, traffic monitoring and any scenario where real-time vehicle analysis is required.
AI Development Type
Deep Learning
AI Tools
OpenCV
AI Development Language
Python
What's included
Service Tiers Starter
$80
Standard
$150
Advanced
$250
Delivery Time 5 days 3 days 1 day
AI Model Integration
-
-
Detailed Code Comments
-
Knowledge Graph
-
-
Model Documentation
Ontology
-
-
Source Code
-
Taxonomy
-
-
Darshan G.Status: Offline

About Darshan

Darshan G.Status: Offline
Senior Data Science & AI Expert | ML, DL, NLP | 5+ Years
Ahmedabad, India - 10:27 am local time
I am a Data Scientist and AI Engineer with 5+ years of experience delivering end-to-end AI and data-driven solutions that help businesses automate processes, optimize decision-making, and unlock actionable insights. I specialize in Data Science, Machine Learning, Deep Learning, Natural Language Processing (NLP), Computer Vision, Predictive Analytics, Time Series Forecasting, Generative AI, Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), AI Agents, Multi-Agent Systems, LangChain, LangGraph, LlamaIndex, Prompt Engineering, and AI Workflow Automation.

My technical expertise includes Python, SQL, Pandas, NumPy, Scikit-learn, TensorFlow, PyTorch, Keras, Hugging Face Transformers, LangChain, LangGraph, LlamaIndex, OpenCV, NLTK, FastAPI, Streamlit, Power BI, Tableau, and Excel. I build scalable machine learning models, intelligent AI agents, LLM-powered applications, interactive dashboards, and production-ready solutions tailored to business needs.

I focus on delivering clean, scalable, and high-quality solutions with clear communication, reliable project management, and on-time delivery. Whether you need predictive analytics, custom AI applications, intelligent automation, or complete end-to-end data science solutions, I am committed to delivering results that create real business value.

Steps for completing your project

After purchasing the project, send requirements so Darshan can start the project.

Delivery time starts when Darshan receives requirements from you.

Darshan works on your project following the steps below.

Revisions may occur after the delivery date.

Client Provides Requirements

Client purchases the project and shares the video file, desired tracking area and output format preferences.

Setup and Configuration

I configure the YOLOv8 model and setup the environment to process the video.

Review the work, release payment, and leave feedback to Darshan.