Official code for SINDER: Repairing the Singular Defects of DINOv2 (ECCV 2024 Oral)

Citation

@InProceedings{Haoqi_2024_ECCV,
author = {Wang, Haoqi and Zhang, Tong and Salzmann, Mathieu},
title = {{SINDER}: Repairing the Singular Defects of DINOv2},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV)},
month = {September},
year = {2024}
}

Install

conda env create -f environment.yml
conda activate sinder
pip install -e .

Train

Put ImageNet-1K dataset at data/imagenet folder.

./main.py

Visualize

# visualize original dinov2
./visualize.py resources/example.jpg

# visualize sinder, ckpt download link below
./visualize.py resources/example.jpg --checkpoint path/to/sinder.pth

Checkpoints

Google Drive