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Muhammad Usman

Muhammad Usman

Data Annotator for AI-Based Cricket Highlight Reel Generator (FYP)

Pakistan flagFaisalabad, Pakistan
$5.00/hrIntermediateCVAT

Key Skills

Software

CVATCVAT

Top Subject Matter

Sports/Cricket AI Computer Vision

Top Data Types

ImageImage

Top Task Types

Bounding BoxBounding Box

Freelancer Overview

Data Annotator for AI-Based Cricket Highlight Reel Generator (FYP). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include CVAT. Education includes Bachelor of Science, FAST-NUCES (2022) and Intermediate of Computer Science, Punjab College of Commerce (2022). AI-training focus includes data types such as Image and labeling workflows including Bounding Box.

IntermediateEnglish

Labeling Experience

CVAT

Data Annotator for AI-Based Cricket Highlight Reel Generator (FYP)

CVATImageBounding Box
I trained a custom YOLOv8 model using CVAT-annotated image data focusing on scoreboard and player detection in cricket videos. This project involved creating accurate bounding box labels to enable robust computer vision detection for highlight generation. I organized, preprocessed, and manually annotated the dataset before model training. • Labeled images with bounding boxes for cricket scoreboard and player identification. • Used CVAT and Roboflow as primary annotation and preprocessing tools. • Ensured high-quality annotation through iterative review cycles. • Contributed to the end-to-end development of an AI-based sports video solution.

I trained a custom YOLOv8 model using CVAT-annotated image data focusing on scoreboard and player detection in cricket videos. This project involved creating accurate bounding box labels to enable robust computer vision detection for highlight generation. I organized, preprocessed, and manually annotated the dataset before model training. • Labeled images with bounding boxes for cricket scoreboard and player identification. • Used CVAT and Roboflow as primary annotation and preprocessing tools. • Ensured high-quality annotation through iterative review cycles. • Contributed to the end-to-end development of an AI-based sports video solution.

2023 - 2024

Education

P

Punjab College of Commerce

Intermediate of Computer Science, Computer Science

Intermediate of Computer Science
2020 - 2022
F

FAST-NUCES

Bachelor of Science, Computer Science

Bachelor of Science
2022

Work History

W

WriteO AI

Front-End Web Intern

Lahore
2025 - 2025
T

Tech-Feast-JBS

Front-End Web Intern

Faisalabad
2021 - 2022