You will get an OpenCV computer vision prototype to detect, count or track objects
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Project details
Counting things by eye does not scale, and a camera already sees everything you want counted. The gap is a program that turns those frames into numbers you can put in a spreadsheet.
I build that as a prototype tuned on your own footage. Detection, then counting, then tracking across frames so the same object is not counted five times as it moves. Line and zone counting for things crossing a boundary.
I am a robotics engineer, so this is perception work I do on machines that have to act on the result. That background mostly shows up in caution: I care more about how it fails at dusk, in rain, or when two objects overlap, than about the number it produces on a clean test image.
Accuracy is measured, not asserted. On Video Prototype upward I check the output against a labelled sample you provide and report what it actually achieved, including where it struggled.
You get the full source, thresholds in a config file so you can retune without me, and results as CSV plus annotated images or video you can look at.
Send real footage first, including the awkward conditions. I will tell you whether this is a two-week job or a research project before you spend anything.
I build that as a prototype tuned on your own footage. Detection, then counting, then tracking across frames so the same object is not counted five times as it moves. Line and zone counting for things crossing a boundary.
I am a robotics engineer, so this is perception work I do on machines that have to act on the result. That background mostly shows up in caution: I care more about how it fails at dusk, in rain, or when two objects overlap, than about the number it produces on a clean test image.
Accuracy is measured, not asserted. On Video Prototype upward I check the output against a labelled sample you provide and report what it actually achieved, including where it struggled.
You get the full source, thresholds in a config file so you can retune without me, and results as CSV plus annotated images or video you can look at.
Send real footage first, including the awkward conditions. I will tell you whether this is a two-week job or a research project before you spend anything.
Machine Learning Tools
OpenCV, Python, PyTorchWhat's included
| Service Tiers |
Starter
$350
|
Standard
$850
|
Advanced
$1,750
|
|---|---|---|---|
| Delivery Time | 5 days | 8 days | 14 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 2 | 3 |
Number of Scenarios | 1 | 2 | 4 |
Model Validation/Testing | - | ||
Model Documentation | |||
Data Source Connectivity | - | - | |
Source Code |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$140 - $700Frequently asked questions
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About Benali
Python Developer- Web Scraping, Automation, AI and desktop application
100%
Job Success
La Seyne-sur-Mer, France - 12:44 am local time
✨ Is there any data you need to scrape from the web?
No worries. I can fetch almost any data from a variety of websites efficiently and effectively.
✨Tired of repetitive tasks?
I can get rid of it by automating it, so you can focus on your most important work. with the option of adding a cool desktop interface to let you interact with the program easily.
✨ Looking to integrate AI into your projects?
I can seamlessly integrate AI capabilities using ChatGPT, DALL-E or Claude, enhancing the functionality and intelligence of your applications.
✨ Is there any data that needs to be analyzed and visualized?
I'm your guy. I can collect, prepare, analyze, and visualize your data.
Skills I bring to the table:
🔍 Web Scraping: Leveraging tools like Requests, Beautiful Soup, Scrapy, Selenium, Aiohttp/Asyncio, Puppeteer, and Splash.
🤖 Automation with Desktop Apps: Custom Python scripts, Tkinter / Pyqt GUIs at your service.
💡 AI Integration: Enhance your applications with the latest AI technologies for advanced features and smarter interactions.
📈 Data Analysis & Visualization: Skilled in using Pandas, Numpy, Matplotlib, Seaborn, Jupyter Notebook, Plotly, Bokeh, Dask, and PowerBI. With a wide range of output formats (Excel, CSV, Google Sheets, MySQL, S3, JSON, AWS, XML, SQLite, SQL Server Compact)
💼 In Summary: Whether you're in need of sophisticated web scraping, efficient automation, AI integration, or comprehensive data analysis and visualization, I've got you covered. With my diverse skill set and years of experience, I'm committed to delivering tailored solutions that not only meet but exceed your expectations. Partner with me, and let's make your next project a success!
Steps for completing your project
After purchasing the project, send requirements so Benali can start the project.
Delivery time starts when Benali receives requirements from you.
Benali works on your project following the steps below.
Revisions may occur after the delivery date.
Look at your footage
I check your real images or video and say what accuracy is realistic on them.
Build the detector
Detection tuned on your data, with thresholds kept in a config file.