Open to opportunities

Arvin Catig

@arvincatig

Message

I build accurate AI training datasets through image and video annotation.

Philippines

Message

What I'm looking for

I'm looking for a full-time remote role where I can improve AI training data quality through annotation, QA review, guideline compliance, and team support across flexible international time zones.

I've annotated, reviewed, and validated image and video datasets for HiveMapper and CVAT-based projects, helping AI/ML models train on accurate, consistent data. I correct AI-generated pre-labels, bounding boxes, and polygons across 200+ images per project cycle before model training.

As a Team Captain and QA Lead, I audit annotator output, enforce guidelines, flag edge cases for engineering review, and train new annotators on CVAT workflows. I'm experienced in object tracking and interpolation for video tasks, maintaining accurate labels through motion, occlusion, and changing conditions.

Experience

Work history, roles, and key accomplishments

Current

Data Annotator — Team Captain & QA Lead

Current

CVAT

Jun 2022 - Present (4 years 2 months)

Reviewed and corrected AI-generated pre-labels, bounding boxes, and polygons in CVAT across 200+ images per project cycle, improving labeling accuracy and reducing rework before model training. Promoted to Team Captain and QA Lead; audited annotator output for consistency and precision, enforced annotation guidelines, and ensured high-quality dataset delivery across multiple concurrent projects.