Master LLMs with our FREE course in collaboration with Activeloop & Intel Disruptor Initiative. Join now!


DINOv2 for Custom Dataset Segmentation: A Comprehensive Tutorial.
Computer Vision   Latest   Machine Learning

DINOv2 for Custom Dataset Segmentation: A Comprehensive Tutorial.

Last Updated on November 11, 2023 by Editorial Team

Author(s): Sumit Pandey

Originally published on Towards AI.

After YOLOv8 and SAM (Segment Anything Model), the most anticipated computer vision model is DINOv2. I got the motivation for this tutorial from this GitHub repository:, while running the code, I found 2 bugs because of that, I got some annoying errors while training the model (in his tutorial, he stopped the training the process after some steps and error arises in between and at last training step). The entire code is taken from his notebook (except for some changes 🙂 ), and here is the plan of attack:

Introduction of DINOv2Library installationLoad datasetCreate PyTorch datasetCreate PyTorch dataloadersDefine modelTrain the… Read the full blog for free on Medium.

Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming a sponsor.

Published via Towards AI

Feedback ↓