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Computer Vision Suite | Lightly

Lightly's Computer Vision Suite enhances machine learning models by pretraining on your data and curating vision data for fine-tuning. It streamlines the process from data curation to model deployment, enabling faster and more efficient AI development.

Computer Vision Suite | Lightly screenshot

Description

Lightly's Computer Vision Suite is designed to help machine learning teams build superior vision systems. By focusing on data curation, model pretraining, fine-tuning, and AI edge deployment, Lightly accelerates the development of production-ready AI solutions.

The suite includes several key components: LightlyTrain, a leading framework that transforms unlabeled data into powerful vision foundation models through pretraining, knowledge distillation, and fine-tuning. LightlyOne serves as a data curation platform that automates the identification and labeling of valuable samples at scale. Additionally, LightlyStudio provides an integrated platform for labeling, curation, quality assurance, and dataset management, catering specifically to ML engineers and organizations scaling their computer vision capabilities.

LightlyEdge is another innovative tool that optimizes AI data collection at the edge. This smart data selection SDK runs on edge devices, capturing high-value data in real time while minimizing transfer and storage needs. With features like custom triggers for data collection and comprehensive analytics, LightlyEdge enhances the efficiency of machine learning pipelines.

Lightly is trusted by Fortune 100 companies and supports various industries, including retail, agriculture, automotive, defense, government, manufacturing, healthcare, and security. The platform is built to address complex visual data challenges, ensuring that teams can leverage curated datasets for improved model performance.

Founded in 2019 and backed by leading investors, Lightly has grown to support over 100 ML teams worldwide. The company is committed to data security, maintaining ISO 27001 certification and full compliance with GDPR, ensuring the confidentiality and integrity of user data. With a focus on transforming how AI teams manage and curate data, Lightly is dedicated to making AI more efficient and effective.

Computer Vision Suite's Core Features

  • Automated Data Curation

  • Self-Supervised Pretraining

  • Integrated Data Management

  • Smart Edge Data Selection

  • Real-Time Data Capture

  • Custom Data Collection Triggers

  • Comprehensive Data Analytics

  • ISO 27001 Certified

  • GDPR Compliant

  • Fast Integration into ML Pipelines

How to use Computer Vision Suite?

  1. Configure: Set up your Lightly account and integrate with your existing ML pipeline.

  2. Curate: Use LightlyOne to automate data curation and identify valuable samples.

  3. Pretrain: Leverage LightlyTrain for self-supervised pretraining of your vision models.

  4. Label: Utilize LightlyStudio for efficient data labeling and management.

  5. Deploy: Implement your trained models into production environments using Lightly's tools.

  6. Optimize: Use LightlyEdge to collect high-value data at the edge in real time.

Computer Vision Suite's Use Cases

  • Retail Analytics
  • Agricultural Insights
  • Automotive Safety
  • Healthcare Imaging
  • Security Surveillance

FAQ from Computer Vision Suite

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