You will get annotation of your image or video dataset (YOLO, CVAT, Roboflow)
Rising Talent
Rising Talent
Project details
Are you building an AI model and need a clean, accurate, training-ready dataset? I provide professional image and video annotation services that give your model exactly what it needs to learn precise labels, consistent quality, and the right format from day one.
I've annotated datasets for object detection, instance segmentation, and semantic segmentation across industries including industrial inspection, AgriTech, construction, and architectural analysis. Every dataset I deliver is QA-checked and ready to plug into your training pipeline.
── Annotation types I provide ──
• Bounding boxes 2D
• Polygon & polyline annotation
• Semantic segmentation masks
• Instance segmentation
• Keypoint & landmark annotation
• Video annotation with frame-by-frame tracking
── Tools & platforms ──
CVAT, Roboflow, LabelMe, V7 Darwin, SuperAnnotate
── Why my annotations train better ──
Most annotators just draw boxes. I apply an engineering mindset consistent class definitions, edge-case handling, and label validation so your model converges faster and generalizes better.
I've annotated datasets for object detection, instance segmentation, and semantic segmentation across industries including industrial inspection, AgriTech, construction, and architectural analysis. Every dataset I deliver is QA-checked and ready to plug into your training pipeline.
── Annotation types I provide ──
• Bounding boxes 2D
• Polygon & polyline annotation
• Semantic segmentation masks
• Instance segmentation
• Keypoint & landmark annotation
• Video annotation with frame-by-frame tracking
── Tools & platforms ──
CVAT, Roboflow, LabelMe, V7 Darwin, SuperAnnotate
── Why my annotations train better ──
Most annotators just draw boxes. I apply an engineering mindset consistent class definitions, edge-case handling, and label validation so your model converges faster and generalizes better.
AI Development Type
Deep Learning, Knowledge Representation, Model Tuning, Recommendation System, Software MaintenanceAI Tools
OpenCV, PyTorch, TensorFlowAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$25
|
Standard
$75
|
Advanced
$200
|
|---|---|---|---|
| Delivery Time | 1 day | 3 days | 7 days |
Number of Revisions | 1 | 5 | 4 |
AI Model Integration | - | - | - |
Detailed Code Comments | - | - | - |
Knowledge Graph | - | - | - |
Model Documentation | - | - | - |
Ontology | - | - | - |
Source Code | - | - | - |
Taxonomy | - | - | - |
Frequently asked questions
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MM
Muhammad M.
Dec 20, 2025
Image Data Annotation for Object Detection
Delivered precise and high quality image annotations with a strong understanding of AI data labeling and computer vision. The work was accurate, consistent, and well-structured, making the dataset ready for direct use in object detection models. Excellent attention to details and professional handling of annotation tools.
About Ali Ahmad
Computer Vision Engineer | Object Detection, Annotation & AI Training
Gilgit, Pakistan - 9:10 am local time
With a Mathematics degree (KIU) and an AI & Data Science diploma (NUST), I bring engineering-level rigor to every dataset I touch — not just raw labeling.
What I deliver
Data Annotation & Labeling
Bounding boxes, polygons, semantic & instance segmentation, video tracking , keypoint annotation, and 3D bounding box labeling. I work with CVAT, LabelMe, Roboflow, and SuperAnnotate, and deliver in COCO, Pascal VOC, MOT and YOLO formats.
Computer Vision & Model Training
Object detection and image classification using YOLOv8/v9, OpenCV, TensorFlow, and PyTorch. I've built systems for weld defect detection, grapevine segmentation, and architectural floor plan analysis.
AI Training Data Pipelines
Dataset cleaning, preprocessing, augmentation, and quality validation — optimized for model convergence. I understand what makes a dataset trainable, not just labeled.
── Why clients trust me ──
- 5-star rated on Upwork with proven delivery
- Former CTO with hands-on experience building AI products
- IBM & Google certified in Machine Learning and Data Analytics
- Fast turnaround with 0–4 hour response time
Ready to build a dataset that trains well? Click "Invite to Job" and let's scope your project.
Steps for completing your project
After purchasing the project, send requirements so Ali Ahmad can start the project.
Delivery time starts when Ali Ahmad receives requirements from you.
Ali Ahmad works on your project following the steps below.
Revisions may occur after the delivery date.
Project Setup
Client shares dataset, classes, guidelines, and preferred output format.
Annotation Process
Images or videos are labeled using Roboflow, CVAT, V7, or LabelMe.
