I will build a custom object detection and computer vision system
About this Gig
Need a custom object detection system for your images or video?
I can build a computer vision solution tailored to your use case, from model training to a usable inference pipeline.
Depending on the package, I can help with:
Custom object detection
Image preprocessing and dataset preparation
Model training, testing and optimization
Classification and image-processing logic with OpenCV
Python inference scripts and structured outputs
FastAPI integration for connecting the model to your application
Source code and technical documentation
I have hands-on experience building computer vision systems for object inspection, automatic gauge reading, multispectral person detection and vision-based robotic applications.
My focus is not just training a model, but delivering a solution that can actually be integrated and used.
The specific detection model and framework can be selected based on your dataset, accuracy requirements, deployment environment and licensing needs.
Before ordering, please message me with a short description of your use case, dataset size, number of classes and expected output. This helps me confirm the right package and avoid unnecessary costs or scope issues.
Expertise:
Image processing
•
Classification
•
Object detection
Programming language:
Python
Tools:
OpenCV
•
PyTorch
Frameworks:
PyTorch
My Portfolio
FAQ
Do I need to have a labeled dataset before ordering?
Not necessarily. The Basic package is designed for clients with a labeled dataset. If your data is unlabeled, incomplete, or you don't have a dataset yet, please contact me before ordering so I can recommend the right approach or prepare a custom offer.
Which object detection models can you work with?
I can work with YOLO-based and other modern object detection models. The best approach depends on your dataset, accuracy requirements, deployment environment and licensing needs.
Can you integrate the model into my existing application?
Yes. I can integrate the computer vision pipeline with a Python application or expose predictions through a FastAPI REST API. API integration is included in the Premium package and can also be added as an extra.
Can you guarantee a specific accuracy?
Model performance depends heavily on the quality, quantity and variety of the training data. I cannot guarantee a specific accuracy before reviewing the dataset, but I will evaluate the model with appropriate metrics and clearly report the results.
What should I send you before placing an order?
Please send a brief description of the use case, sample images or video, dataset size, number of object classes, whether the data is already labeled, and how you want to use the final predictions.
Can the delivered solution be used commercially?
Yes, but licensing depends on the model, framework and intended use. For commercial or proprietary applications, I will consider licensing requirements when selecting the technical approach. Please mention your intended use before ordering.
What if I don't have a dataset?
No problem. I can review your use case and help identify suitable public or client-provided data sources when possible. Dataset sourcing, collection, annotation or extensive preparation is not included in the standard packages and may require a custom offer depending on the scope.

