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Computer Vision Hub

Your complete resource hub for computer vision learning, tutorials, benchmarks, and product insights from the Lightly team.

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Computer Vision Basics

Tutorials & Benchmarks

Product Updates

Computer Vision Basics

Master the fundamentals of computer vision with structured, practical guides.

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Learning time:

30 mins

AI Edge Deployment

Discover deployment patterns, optimization for production, and scaling computer vision applications.

Edge Deployment

Model Drift

Active Learning Loops

Learning time:

30 mins

Model Training

Explore training techniques, optimization strategies, and best practices for CV model development.

Data

Learn about dataset preparation, annotation, and quality assessment for computer vision projects.

Data Collection & Curation

Data Annotation

Data Visualization

How High is your ML Maturity & How to Increase It?

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Lightly Tutorials & Benchmarks

Hands-on resources and deep-dives to accelerate your computer vision projects

View LightlyTrain Tutorials

Learning time:

30 mins

Embedding Model for Satellite Images with Torchvision’s ResNet

Build and train an embedding model for satellite imagery using ResNet and Lightly workflows.

Learning time:

30 mins

Monocular Depth Estimation with fastai U-Net (Advanced)

Learn how to train a depth estimation model using fastai’s U-Net and Lightly.

Learning time:

30 mins

Object Detection with Ultralytics’ YOLO

Set up YOLO for object detection tasks and integrate it into Lightly workflows.

Learning time:

30 mins

Classification with Torchvision’s ResNet

Train and evaluate an image classification model using ResNet and Lightly workflows.

Learning time:

5 min

Beyond ImageNet: Smarter Model Pretraining for Real-World Vision Tasks

See benchmark results proving smarter pretraining beats ImageNet. Discover how domain‑specific models excel in real‑world AI vision tasks.

Learning time:

5 min

Beyond ImageNet: Smarter Model Pretraining for Real-World Vision Tasks

See benchmark results proving smarter pretraining beats ImageNet. Discover how domain‑specific models excel in real‑world AI vision tasks.

Learning time:

30 mins

AI Edge Deployment

Discover deployment patterns, optimization for production, and scaling computer vision applications.

Learning time:

30 mins

Model Training

Explore training techniques, optimization strategies, and best practices for CV model development.

Learning time:

30 mins

Data

Learn about dataset preparation, annotation, and quality assessment for computer vision projects.

Open Source

Become Part of Lightly's Open Source Community

We built Lightly’s open-source tools to help  engineers move faster — and smarter — with vision data.

Lightly/purple

Interactive label editing tool for computer vision datasets with advanced annotation capabilities

Star

Lightly/ssl

Framework for self-supervised model pretraining with support for various contrastive learning methods

Star

lightly/lightly-train

Utility for converting between different label formats and annotation standards

Star

Product Updates

Hands-on resources and deep-dives to accelerate your computer vision projects

LightlyTrain Introduces EoMT for Semantic Segmentation

LightlyTrain Adds Support for DINOv3: Pretraining, Fine-Tuning, and Distillation Made Simple

Introducing LightlyEdge: Smarter Data Collection, Lower Costs for Edge AI

LightlyOne 3.0: New Typicality-Based Selection, 6x Speedup, and Better Scalability

June 12, 2025

Explore Lightly Products

LightlyStudio

Data Curation & Labeling

Curate, label and manage your data
in one place

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LightlyTrain

Self-Supervised Pretraining

Leverage self-supervised learning to pretrain models

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LightlyEdge

Smart Data Capturing on Device

Find only the most valuable data directly on device

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