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---
license: apache-2.0
pipeline_tag: feature-extraction
tags:
- sinder
- dinov2
- defects
---
# Official code for SINDER: Repairing the Singular Defects of DINOv2 (ECCV 2024 Oral)
[](https://arxiv.org/abs/2407.16826)
## Citation
```bibtex
@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
```bash
conda env create -f environment.yml
conda activate sinder
pip install -e .
```
## Train
Put ImageNet-1K dataset at `data/imagenet` folder.
```bash
./main.py
```
## Visualize
```bash
# 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](https://drive.google.com/file/d/1g0Aq5qXYuMmVrN9-gGwC9ybwlCDFAw-l/view?usp=sharing) |