Adding some tags and paper link
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sergiopaniego
HF Staff
- opened
README.md
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---
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license: apache-2.0
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---
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license: apache-2.0
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tags:
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- dino
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- scene-understanding
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- semantic-scene-completion
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- unsupervised
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pipeline_tag: image-to-3d
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---
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<div align="center">
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<h1>Feed-Forward <i>SceneDINO</i> for Unsupervised Semantic Scene Completion</h1>
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[**Aleksandar Jevtić**](https://jev-aleks.github.io/)<sup>*1</sup>
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[**Christoph Reich**](https://christophreich1996.github.io/)<sup>*1,2,4,5</sup>
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[**Felix Wimbauer**](https://fwmb.github.io/)<sup>1,4</sup>
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[**Oliver Hahn**](https://olvrhhn.github.io/)<sup>2</sup>
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[**Christian Rupprecht**](https://chrirupp.github.io/)<sup>3</sup>
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[**Stefan Roth**](https://www.visinf.tu-darmstadt.de/visual_inference/people_vi/stefan_roth.en.jsp)<sup>2,5,6</sup>
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[**Daniel Cremers**](https://cvg.cit.tum.de/members/cremers/)<sup>1,4,5</sup>
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<sup>1</sup>TU Munich <sup>2</sup>TU Darmstadt <sup>3</sup>University of Oxford <sup>4</sup>MCML <sup>5</sup>ELIZA <sup>6</sup>hessian.AI *equal contribution
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<a href="https://arxiv.org/abs/2507.06230"><img src='https://img.shields.io/badge/ArXiv-grey' alt='Paper PDF'></a>
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<a href="https://visinf.github.io/scenedino/"><img src='https://img.shields.io/badge/Project Page-grey' alt='Project Page URL'></a>
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<a href="https://huggingface.co/spaces/jev-aleks/SceneDINO"><img src='https://img.shields.io/badge/🤗 Demo-grey' alt='Project Page URL'></a>
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<a href="https://opensource.org/licenses/Apache-2.0"><img src='https://img.shields.io/badge/License-Apache%202.0-blue.svg' alt='License'></a>
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[](https://pytorch.org/)
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</div>
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## Overview
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SceneDINO is unsupervised and infers 3D geometry and features from a single image in a feed-forward manner. Distilling and clustering SceneDINO's 3D feature field results in unsupervised semantic scene completion predictions. The method is trained using multi-view self-supervision.
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## Installation & Quick Start
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Please refer to our [Github Repo](https://github.com/tum-vision/scenedino).
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## Citation
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If you find our work useful, please consider giving it a star ⭐ and citing our paper.
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```bibtex
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@inproceedings{Jevtic:2025:SceneDINO,
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author = {Aleksandar Jevti{\'c} and
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Christoph Reich and
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Felix Wimbauer and
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Oliver Hahn and
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Christian Rupprecht and
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Stefan Roth and
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Daniel Cremers},
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title = {Feed-Forward {SceneDINO} for Unsupervised Semantic Scene Completion},
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journal = {IEEE/CVF International Conference on Computer Vision (ICCV)},
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year = {2025},
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}
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```
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