dino

• facebookresearch/dinov2
  • Apache-2.0, PyTorch
  • 2023-04-14
  • Depth Estimation
  • Semantic Segmentation
  • Instance Retrieval
  • Dense Matching - Consistently map all parts of an image without supervision.
  • Sparse Matching - Compare DINOv2 patch features across two images to match their most similar parts.
  • DINOv2: Learning Robust Visual Features without Supervision
  • 用于特征提取，无监督
  • 参考
    • https://dinov2.metademolab.com/demos
    • https://huggingface.co/docs/transformers/en/model_doc/dinov2

import torch
import dinov2.eval.segmentation.models

dinov2_vits14_reg = torch.hub.load('facebookresearch/dinov2', 'dinov2_vits14_reg')