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Lightly

SaaS

Lightly is a multimodal computer vision platform that combines data curation, labeling, QA, and dataset management for ML engineers and organizations.

Competes with

lightly.ai
Lightly homepage screenshot

About Lightly

Lightly is a computer vision platform that integrates data curation, labeling, quality assurance, and dataset management into one pipeline. It is designed for ML engineers and organizations scaling computer vision projects.

The platform consists of two products: LightlyStudio, a data hub for curating, annotating, evaluating, and visualizing data, and LightlyTrain, which turns curated data into production models. It offers automatic embeddings, similarity search, sampling strategies, annotation tools, evaluation metrics, and plugin support.

Key features

  • Automatic embeddings on index
  • Text and image similarity search
  • Six sampling strategies: diverse coverage, deduplication, outlier detection, similarity, class balancing
  • Annotation and QA in one place with object-level search
  • Built-in confusion matrix and per-sample metrics for detection, classification, and segmentation
  • Plugins for SAM3 segmentation, LightlyTrain auto-labeling, and video bounding box propagation

Good fit for

  • Curating datasets to find samples worth labeling
  • Labeling and QA with auto-labeling plugins
  • Evaluating model performance against ground truth
Tags
computer vision
data curation
labeling
qa
dataset management
ml

Lightly: questions and answers

What is Lightly used for?
Lightly is a multimodal computer vision platform that combines data curation, labeling, QA, and dataset management for ML engineers and organizations. It is a good fit for curating datasets to find samples worth labeling, labeling and QA with auto-labeling plugins, and evaluating model performance against ground truth.
Is Lightly open source?
No. Lightly is proprietary (closed-source) software. In the AI Tools category, open-source options include Supervisely, AutoGPT and Dograh.
What are some alternatives to Lightly?
Lightly competes with V7.

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