I will do data annotation,labeling ,image anotation,segmentation,bounding box, ai model
Python Data Automation and Computer Vision Engineer
About this Gig
Your model can only learn from the labels it is given. Missed objects, loose boxes and inconsistent classes create noise, waste training cycles and make results harder to trust.
I annotate image and video datasets for computer vision projects with a clear focus on consistency, edge cases and model-ready delivery.
I can provide:
- 2D bounding boxes and object tracking
- Polygon, semantic and instance segmentation
- Keypoints, landmarks and image classification
- Frame-by-frame video annotation
- Class mapping and custom annotation guidelines
- YOLO, COCO JSON, Pascal VOC XML, CSV and custom formats
- CVAT, Roboflow, Label Studio and LabelImg workflows
Before full production, I review your class list and annotate a small sample so we agree on the standard. Every batch is checked for missing labels, class consistency, boundary quality and export integrity.
You receive clean files, visible progress and a dataset your team can train with confidently.
Please send sample data, guidelines, classes, dataset size and output format before ordering.
Technique:
Automated
Tagging type:
Text
•
Image
•
Video
My Portfolio
FAQ
What annotation services do you provide?
I provide bounding boxes, polygons, semantic and instance segmentation, keypoints, image classification, video-frame labeling and object tracking.
Which annotation formats can you deliver?
I support YOLO TXT, COCO JSON, Pascal VOC XML, CSV and custom structures. Please confirm your model or training framework before production starts.
Is the annotation performed manually?
Yes. The final annotations are manually reviewed. AI-assisted pre-labeling may be used for larger datasets only when agreed, followed by human correction and quality checks.
What counts as one item?
One item normally means one image or one video frame with the agreed object-density limit. Dense scenes or images containing many objects may count as multiple items.
Can you handle a large dataset?
Yes. Large projects can be delivered in reviewed batches so your team can confirm the quality before the complete dataset is finalized.
Can you follow my existing annotation guidelines?
Yes. I can work from your class definitions, examples, inclusion rules and edge-case instructions. Unclear cases will be raised instead of guessed.
Can you create annotation guidelines for me?
Yes. I can help define classes, boundary rules, exclusions and difficult edge cases as an additional service.
Do you annotate medical or sensitive datasets?
Only after reviewing the scope, required expertise and privacy conditions. Sensitive information should be anonymized before it is shared.
Do you guarantee a specific model-accuracy improvement?
No. Annotation quality is one part of model performance. Architecture, data diversity, class balance, preprocessing and training decisions also affect results.
2 reviews for this Gig
| (2) | ||
| (0) | ||
| (0) | ||
| (0) | ||
| (0) |
Rating Breakdown
- Seller communication level
- Quality of delivery
- Value of delivery
Sort By
G gabeela

Canada
Impressive classification and clustering results! Accurate, well-executed, and highly effective.
$50
Price
2 days
Duration
Helpful?R 
rkcommtez77

United States
Ongoing collaborationOutstanding experience! The freelancer was professional, prompt, and delivered exactly what I needed. Will definitely use their services again.
$50
Price
4 days
Duration
Helpful?
2 reviews for this Gig
| (2) | ||
| (0) | ||
| (0) | ||
| (0) | ||
| (0) |
Rating Breakdown
- Seller communication level
- Quality of delivery
- Value of delivery
Sort By
G gabeela

Canada
Impressive classification and clustering results! Accurate, well-executed, and highly effective.
$50
Price
2 days
Duration
Helpful?R 
rkcommtez77

United States
Ongoing collaborationOutstanding experience! The freelancer was professional, prompt, and delivered exactly what I needed. Will definitely use their services again.
$50
Price
4 days
Duration
Helpful?

