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object-detection - YOLO Object Detection Fine-tuning

Fine-tune YOLO object detection models on custom datasets and export to ONNX

Tags

Updated: 2026-03-26

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • inspect dataset format
  • convert dataset format
  • prepare dataset splits
  • install dependencies
  • train YOLO model
  • evaluate model metrics
  • export ONNX model
  • collect training artifacts
  • generate training summary

Inputs

  • custom dataset directory
  • dataset configuration file

Outputs

  • trained model weights
  • evaluation report
  • ONNX model file
  • TensorBoard logs
  • visualization charts

Requirements

  • Bash
  • Python >= 3.8
  • ultralytics
  • onnx
  • opencv-python-headless

Source

  • Spec: SKILL.md

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object detection
computer vision
YOLO
deep learning
model training
inspect dataset format
convert dataset format
prepare dataset splits
install dependencies
custom dataset directory
dataset configuration file
trained model weights
evaluation report
ONNX model file