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baegwangbin committed Mar 4, 2024
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20 changes: 17 additions & 3 deletions README.md
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> **Rethinking Inductive Biases for Surface Normal Estimation**
>
> CVPR 2024 (to appear)
> CVPR 2024
>
> <a href="https://baegwangbin.com" target="_blank">Gwangbin Bae</a> and <a href="https://www.doc.ic.ac.uk/~ajd/" target="_blank">Andrew J. Davison</a>
>
> <a href="https://github.com/baegwangbin/DSINE/raw/main/paper.pdf" target="_blank">[paper.pdf]</a>
<a href="https://arxiv.org/" target="_blank">[arXiv (coming soon)]</a>
<a href="https://arxiv.org/abs/2403.00712" target="_blank">[arXiv]</a>
<a href="https://www.youtube.com/watch?v=2y9-35c719Y&t=5s" target="_blank">[youtube]</a>
<a href="https://baegwangbin.github.io/DSINE/" target="_blank">[project page]</a>
## Abstract
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## Test on images

* Run `python test.py` to generate predictions for the images under `./samples/img/`. The result will be saved under `./samples/output/`.
* Our model assumes known camera intrinsics, but providing approximate intrinsics still gives good results. For some images in `./samples/img/`, the corresponding camera intrinsics (fx, fy, cx, cy - assuming perspective camera with no distortion) is provided as a `.txt` file. If such a file does not exist, the intrinsics will be approximated, by assuming $60^\circ$ field-of-view.
* Our model assumes known camera intrinsics, but providing approximate intrinsics still gives good results. For some images in `./samples/img/`, the corresponding camera intrinsics (fx, fy, cx, cy - assuming perspective camera with no distortion) is provided as a `.txt` file. If such a file does not exist, the intrinsics will be approximated, by assuming $60^\circ$ field-of-view.

## Citation

If you find our work useful in your research please consider citing our paper:

```
@inproceedings{bae2024dsine,
title={Rethinking Inductive Biases for Surface Normal Estimation},
author={Gwangbin Bae and Andrew J. Davison},
booktitle={IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
year={2024}
}
```
4 changes: 2 additions & 2 deletions docs/index.html
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<span class="icon"><i class="fas fa-file-pdf"></i></span>
<span>Paper</span>
</a>
<a href="https://arxiv.org/" class="button is-rounded is-link is-light mr-2" target="_blank" rel="noopener noreferrer">
<a href="https://arxiv.org/abs/2403.00712" class="button is-rounded is-link is-light mr-2" target="_blank" rel="noopener noreferrer">
<span class="icon"><i class="ai ai-arxiv"></i></span>
<span>arXiv (coming soon)</span>
<span>arXiv</span>
</a>
<a href="https://github.com/baegwangbin/DSINE" class="button is-rounded is-link is-light" target="_blank" rel="noopener noreferrer">
<span class="icon"><i class="fab fa-github"></i></span>
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