Computer Vision Hub

Explore cutting-edge computer vision guides, from foundationnal concepts to advanced implementations. Join thousands of developers and researchers advancing the field.

Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.

Computer Vision Hub

Advanced

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

This guide shares benchmarks comparing domain-specific, self-supervised pretraining (e.g., with DINOv2) against ImageNet across popular models like YOLOv8, highlighting where traditional baselines fall short.

Filter by
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Model training
Advanced

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

This guide shares benchmarks comparing domain-specific, self-supervised pretraining (e.g., with DINOv2) against ImageNet across popular models like YOLOv8, highlighting where traditional baselines fall short.

Models

Explore Lightly Products

LightlyStudio

Data Curation & Labeling

Curate, label and manage your data
in one place

Learn More

LightlyTrain

Self-Supervised Pretraining

Leverage self-supervised learning to pretrain models

Learn More

LightlyServices

AI Training Data for LLMs & CV

Expert training data services for LLMs, AI Agents and vision

Learn More