Pansee Ibrahim

Key Skills

Software

Appen

Labelbox

Mercor

Remotasks

Telus

Scale AI

Top Subject Matter

No subject matter listed

Top Data Types

Image

Text

Video

Top Task Types

Classification

Segmentation

Text Generation

Text Summarization

Translation Localization

Freelancer Overview

I have experience in AI data labeling and model training across image, text, and video datasets. I have worked in tasks including classification, segmentation, text generation, summarization, and translation. My background includes multilingual NLP work in Arabic and English. I am also experienced in computer vision annotation, including image and video labeling for object classification and segmentation.

Labeling Experience

Video evaluation

LabelboxVideoEvaluation Rating

The project focused on evaluating AI model responses using reference video and structured prompt. For each task, two AI generated response were provided, and the goal was to select the response that best matched the reference video based on scene understanding, characters, background details, overall quality, and the presence of ZI errors.

The project focused on evaluating AI model responses using reference video and structured prompt. For each task, two AI generated response were provided, and the goal was to select the response that best matched the reference video based on scene understanding, characters, background details, overall quality, and the presence of ZI errors.

2025

Image classification

TelusImageClassification

The project involved classifying AI generated images by labeling whether each image represents a realistic scene, a human subject, fictional content, etc.

The project involved classifying AI generated images by labeling whether each image represents a realistic scene, a human subject, fictional content, etc.

2025 - 2025

Education

Work History