Edge CV Engineer — On-Device Vision & Tracking

Zillion Technologies, Inc.; Virginia (MN); Hybrid; USD 150,000 - 210,000; Full time

Job summary

Zillion Technologies, Inc. is seeking a Computer Vision Engineer to own end-to-end CV engineering for edge deployments on NVIDIA Jetson hardware and GPU servers.

You will build, train, optimize, and deploy models that operate in public and commercial spaces, addressing real-world conditions with robust pipelines. You will implement person and intent detection, multi-camera tracking, and zone-based analytics, plus training/inference pipelines and edge deployment optimization.

Qualifications

• 5+ years of hands-on computer vision engineering experience, including edge deployment on NVIDIA Jetson hardware.
• Deep expertise with YOLO detectors: training, fine-tuning, and real-world failure handling.
• Proficiency with PyTorch for training and ONNX/TensorRT for inference optimization; quantization experience.
• Experience building multi-object tracking pipelines (e.g., SORT/DeepSORT/BoT-SORT) and evaluation tradeoffs.
• Strong Python and C++ skills for pipeline development and GStreamer graph work.
• Familiarity with NVIDIA CUDA, cuDNN, TensorRT, and JetPack/Jetson SDK.
• Experience creating annotation pipelines and managing datasets for custom object detection.
• Comfort with RTSP camera streams on Linux and H.264/H.265 decoding.
• Experience with cross-camera re-identification and homography-based fusion.
• Knowledge of zone-based spatial analytics and camera-to-world calibration.

Responsibilities

• Own the computer vision engineering effort from data to deployment in edge environments.
• Build edge CV pipelines running on Jetson devices and GPU servers.
• Train, optimize, and deploy models handling real-world conditions in public/commercial spaces.
• Develop multi-camera tracking and zone-based analytics features.
• Create training and deployment pipelines, including edge inference and performance tuning.

Skills

Computer Vision

Edge deployment

YOLO detectors

PyTorch

ONNX/TensorRT

Multi-object Tracking

C++

Python

GStreamer

CUDA/cuDNN

Jetson toolkit

Dataset management

Tools

GStreamer

Job description

Zillion Technologies, Inc. is seeking a Computer Vision Engineer to own end-to-end CV engineering for edge deployments on NVIDIA Jetson hardware and GPU servers.

You will build, train, optimize, and deploy models that operate in public and commercial spaces, addressing real-world conditions with robust pipelines. You will implement person and intent detection, multi-camera tracking, and zone-based analytics, plus training/inference pipelines and edge deployment optimization.