Freelance projects

Freelance projects

Machine vision system for reading wagon numbers, TTH and documents

AI & Machine Learning, Web Programming — incorrectly specified categories?

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Project Description: It is necessary to develop a machine vision system that will allow for the automatic recognition and reading of:

Railway car numbers.
Electronic and paper waybills (TTN).
Documents (driver's licenses, passports, etc.).

What needs to be done:

Task and requirements analysis:
- Research existing solutions and possible approaches.
- Determine requirements for accuracy and speed of recognition.
- Identify limitations and potential difficulties (lighting, image quality, etc.).
System architecture development:
- Define the main components of the system (server part, recognition modules, database, etc.).
- Design the image processing and analysis process.
- Develop algorithms for image preprocessing to enhance recognition accuracy.
Technology stack selection:
- Select frameworks and libraries for computer vision (e.g., OpenCV, Tesseract OCR, YOLO, TensorFlow, PyTorch).
- Determine server technologies for data processing.
- Select a database for storing recognized information.
MVP development and testing:
- Create a prototype for testing the recognition of different types of data.
- Conduct testing on real data and adjust algorithms to improve accuracy.
- Optimize processing speed and ensure stable system operation.

Result format:

Document describing the system architecture.
Algorithms for data processing and recognition.
Working MVP for testing.
Recommendations for further system development.

Requirements for the performer:

Experience in the field of computer vision and image processing.
Skills in working with OpenCV, OCR, neural networks.
Experience in creating high-performance systems for text and object recognition.
Ability to work with databases and APIs for integration with other systems.

Work format:

Online meetings to discuss details.
Interim reports on each stage.
Final presentation of results.

Budget: To be discussed.

Proposals 7 Rejected 1

Oleksandr Bezotosov

2 0

Projects -
Rating -
Rating 155

Budget: 7000 UAH Deadline: 5 days

Oleg, good evening, please provide a few examples for recognition. I will test for free and show what results can be achieved.

Vitaly Cherny

0 0

Projects -
Rating -
Rating 78

Budget: 1000 UAH Deadline: 90 days

A comprehensive approach is needed here, it's not particularly necessary to write specifically here, it is necessary to develop the technical specifications, but no one will complete this project in 10 or 20 days.

Oleksandr Shtalinberh

8 0

Projects 5
Rating -
Rating 981

Budget: 21000 UAH Deadline: 21 days

Hello,
The project looks quite large.
I have experience in developing corporate solutions both in Ukraine and in America.
Shall we talk?

Tair W

93 1

Projects 96
Rating -
Rating 4 226

Budget: 27000 UAH Deadline: 14 days

Hello
I am a Python developer
I have completed many similar projects
I am ready to take on the work and complete it in the shortest possible time in the best way
I perform the work efficiently and on time
You can read the reviews

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Machine vision system for reading wagon numbers, TTH and documents

Oleksandr Bezotosov

Vitaly Cherny

Oleksandr Shtalinberh

Tair W

Proposals are currently absent

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