Tutorials

Tutorials show end-to-end LightlyStudio workflows for common dataset preparation and model development tasks. Each tutorial walks through a complete, practical workflow — from raw, unlabeled data to a trained and evaluated model.

Object Detection

• Curate a Traffic CCTV Dataset for YOLO Training

  

  Explore embeddings, remove near-duplicates, auto-label with a detection plugin, and review annotations before training.

• Evaluate YOLO26 on Your Dataset with LightlyStudio

  

  Compare predictions against ground truth, use the confusion matrix and embeddings to find failure patterns, and export issues for relabeling.