All-in-one training for vision models (YOLO, ViTs, RT-DETR, DINOv3): pretraining, fine-tuning, distillation.

[DEIMv2] Real Time Object Detection Meets DINOv3

ROS 2 integration of Meta’s DINOv3 backbone with lightweight heads for vision tasks.

A repository to apply DINOv3 models for different downstream tasks: image classification, semantic segmentation, object detection.

Integrating SAM2 with DINOv2/v3 for segmentation

Command-line tool for extracting DINOv3, CLIP, SigLIP2, RADIO, features for images and videos

dinov3例子

Switch the backbone of mask2former to DINOv3 for instance segmentation

Adapting DINOv3 to downstream segmentation tasks

The implementation of the paper Foundation Visual Encoders Are Secretly Few-Shot Anomaly Detectors

Lightweight head for depth estimation using DINOv3 as backbone

Lightweight head for object detection using DINOv3 as backbone

Open-source desktop app for AI-powered animal behavior analysis. v3 (beta) is actively developed and recommended for new projects. For published, reproducible code, use v2-stable.

Gaze-LLE-DINOv3: Gaze Target Estimation via Large-Scale Learned Encoders with DINOv3

CLIP + DINOv3 demo with Streamlit for image similarity search

Object tracking using the DINOv3 model.

unofficial JAX implementation of DinoV3, translated in full from the original Meta PyTroch reference implementation (Meta please don't sue me)

Lightweight head for semantic segmentation using DINOv3 as backbone

Lightweight head for optical flow using DINOv3 as backbone

Classify invasive species in infrared using DINO-V3