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senior-computer-vision - Engineer computer vision detection and deployment pipelines

Build, train, optimize, and deploy computer vision systems for detection, segmentation, classification, video analysis, and related vision tasks.

Tags

Updated: 2026-09-30
computer visionobject detectionimage segmentationmodel optimizationmodel deploymentdataset preparationdeep learning

Capabilities

Build detection pipelinesTrain custom vision modelsPrepare and augment datasetsOptimize model inference

Typical Inputs

Image datasetsVideo dataDetection annotations

Typical Outputs

Training configurationsAugmented datasetsTrained model files

What this skill does

  • Build detection pipelines
  • Train custom vision models
  • Prepare and augment datasets
  • Optimize model inference
  • Export models to ONNX
  • Deploy models to runtimes
  • Benchmark model performance
  • Evaluate detection results

Inputs

  • Image datasets
  • Video data
  • Detection annotations
  • Segmentation annotations
  • Trained model files
  • Training configurations
  • Deployment targets
  • Calibration data

Outputs

  • Training configurations
  • Augmented datasets
  • Trained model files
  • Evaluation metrics
  • Optimization reports
  • ONNX models
  • TensorRT engines
  • Deployment model packages

Requirements

  • Python environment
  • Computer vision frameworks
  • Model runtime support
  • GPU or CPU compute
  • Required file permissions

Source

  • Spec: SKILL.md

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