Selected work Freelance work
From agricultural imagery to structured training data.
Freelance work on an agricultural image annotation pipeline, spanning preparation, assisted labeling and dataset validation.
- Discipline
- Computer vision / Data workflows
- Context
- Freelance work
- Approach
- Python / OpenCV / CVAT
Original illustrative process view. This is a visual explanation, not a client screenshot or a measured result.
The context.
Agricultural computer vision work needs imagery and annotations that remain consistent through preparation, labeling and model workflows. This freelance project brought those stages into a structured pipeline.
Inside the approach.
- Used Python and OpenCV for image preparation and tiling.
- Worked with CVAT annotations and COCO-formatted data.
- Included annotation validation and assisted workflows using SAM, YOLO and PyTorch.
What came out of it.
A structured workflow connecting agricultural imagery, annotations and validation for downstream computer vision work.
Working through something similar? Bring the problem, the existing system, or the early idea. We can explore a useful next step.
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