Lightly
FreemiumComputer vision suite for unlabeled data pretraining, automated curation, labeling, and edge data collection to improve ML vision models.
Информация об инструменте
Что такое Lightly?
Lightly is a computer vision suite that helps ML teams build better vision systems by pretraining models on unlabeled data, curating and labeling the most valuable samples, managing datasets, and optimizing AI data collection on edge devices. It covers data curation to model pretraining, fine-tuning, and AI edge deployment so teams can build production-ready AI faster.
Основные функции
LightlyTrain
Framework for transforming unlabeled data into powerful vision foundation models through pretraining, knowledge distillation, and fine-tuning, tailored for industrial applications with no labels needed.
LightlyStudio
Integrated open-source-at-core computer vision platform for labeling, curation, QA, and dataset management, built for ML engineers scaling computer vision workflows. Available to try for free.
LightlyEdge
Smart data selection SDK for edge devices that collects high-value data in real time, reducing transfer and storage needs.
LightlyServices
Service providing AI training data for RL environments, LLMs, and vision models with fast turnaround, seamless onboarding, and dedicated Slack and email support.
LightlyOne
Data curation platform for computer vision that helps find and label the most valuable samples at scale.
LightlySSL
Open-source self-supervised learning framework.
LabelFormat
Open-source standardized data labeling format.
Варианты использования
- #1
Vision model pretraining and fine-tuning
Pretrain and fine-tune vision models on unlabeled data for industrial applications without requiring labels.
- #2
Automated data curation at scale
Find, select, and label the most valuable vision data samples for model training and improvement.
- #3
Edge AI data collection
Optimize high-value data selection and collection on edge devices in real time to reduce transfer and storage.
- #4
Industry-specific computer vision
Solve data and model challenges in retail, agriculture, automobile, defense, government, manufacturing, and healthcare.
- #5
AI training data for LLMs and RL
Generate or provide training data for reinforcement learning environments, large language models, and vision models.
Тарифные планы
LightlyStudio is available to try for free; open-source projects and components such as LightlySSL and LabelFormat are offered; Start for Free option presented on the site.
Альтернативы
Часто задаваемые вопросы
What is Lightly?
What are the main components of Lightly?
Who is Lightly for?
Does Lightly offer free options?
What platforms does Lightly support?
How can I contact Lightly?
What industries can use Lightly?
Lightly Контакты и социальные сети
- Поддержка
- Веб-сайт:
- Twitter
- YouTube
- LinkedIn
- GitHub
- Discord
Отзывы
Поделитесь своим опытом использования этого инструмента...