Lightly

What it is

Lightly is a powerful open-source framework designed to facilitate self-supervised learning in computer vision. It simplifies the process of training models with minimal labeled data, making it an essential tool for developers and researchers working on image-based projects.

Lightly stands out by providing an easy-to-use and efficient solution for self-supervised learning in computer vision tasks, enabling developers to train models with minimal labeled data.

When it fits — and when it doesn’t

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

1. 01

   Limited integrations with non-PyTorch frameworks

   Primary integration is with PyTorch, limited support for TensorFlow or other deep learning libraries

2. 02

   Documentation lacks depth and examples

   Core concepts are not well-explained in the documentation; few real-world usage examples provided

What it does well

• Self-supervised learning capabilities

• Efficient data selection for training

• Integration with popular deep learning frameworks like PyTorch

• Modular design for easy customization

Pricing

Free tier

YesOpen source — free to use

Paid from

$0

Model

Flat rate

Enterprise plan

No

Pricing not independently confirmed — check the vendor’s page.