Computer Vision Engineer

6 dni temu


Warszawa, Mazovia, Polska 10Clouds Pełny etat

About the Role

We're seeking an experienced Computer Vision Engineer to develop an edge AI system for sports field usage monitoring and predictive maintenance. You'll build and deploy YOLOv8 models on NVIDIA Jetson devices to detect and track players on synthetic turf fields in real-time, generating actionable insights for maintenance crews and coaches.

Key Responsibilities:

Train, optimize, and deploy custom YOLOv8 object detection models for player tracking

Configure and manage Frigate on NVIDIA Jetson edge devices for sub-100ms inference

Develop zone-based tracking algorithms and wear pattern analysis

Build MQTT pipelines for streaming detection events to cloud infrastructure

Fine-tune models based on real-world field testing and edge deployment challenges

Requirements:

Strong experience in computer vision, including image processing, feature extraction, object detection, tracking, and classification techniques

Proven experience with YOLO object detection models (v5, v8, or similar)

Hands-on deployment of models on edge devices (preferably Jetson, embedded systems)

Strong Python proficiency for model development and optimization

Experience with real-time video processing and performance optimization

Problem-solving mindset for production deployment challenges

Nice-to-Have:

Frigate NVR or similar video analytics platform experience

NVIDIA Jetson device deployment

MQTT or IoT messaging protocols

Model quantization and edge inference optimization



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