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Ly VireakdaraLV
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Ly Vireakdara

@ly-vireak-dara

Computer vision researcher advancing open-vocabulary detection and multi-object tracking robustness with production-ready engineering.

Cambodia
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What I'm looking for

I want to build and deploy robust open-vocabulary perception systems—especially OV detection and OV-MOT—where research insights translate into production services, with ownership of model quality, benchmarks, and reliable cloud deployment.

I’m a computer vision researcher specializing in open-vocabulary object detection and multi-object tracking robustness. I’m the first author on EnYOLO-World, where I improved the YOLO-World architecture with PGI and FiLM-PAN, delivering +3.1 AP (52.2 AP on COCO) at 78 FPS (under review at ELCVIA), and I lead VocabDriftMOT, the first benchmark for vocabulary-drift failure modes in OV-MOT (510 annotated events, 21 sequences).

Alongside research, I bring 4 years of production software engineering experience, including full-stack delivery and cloud deployment. I’ve built and maintained systems serving 10,000+ users, designed PostgreSQL schemas and optimized queries (cutting API response times by 40%), and implemented high-throughput REST APIs with 99.9% uptime—so my work ships from model idea to reliable service.

Experience

Work history, roles, and key accomplishments

WE

Software Engineer

Web Essentials

Oct 2019 - Aug 2020 (10 months)

Built responsive React.js front-end interfaces, improving user engagement by 25%. Integrated third-party payment and authentication APIs and implemented testing practices that reduced production bugs by 30%.

Education

Degrees, certifications, and relevant coursework

Xidian University logoXU

Xidian University

Master of Science, Artificial Intelligence

2023 -

M.S. in Artificial Intelligence. Thesis focuses on enhancing open-vocabulary object detection using YOLO architectures.

RP

Royal University of Phnom Penh

Bachelor of Arts, Computer Science and Engineering

2015 - 2019

B.A. in Computer Science and Engineering.

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