Methods

LightlyTrain supports the following self-supervised learning methods:

  • dino

    DINO is a popular self-supervised learning method that works well across various datasets, model architectures, and tasks.

  • distillation (recommended 🚀)

    Distillation is a method that transfers knowledge from a pre-trained model, in particular a ViT-B/14 from DINOv2.

  • simclr

    SimCLR is a classic self-supervised learning method widely used as a baseline for model pre-training.