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---
license: cc-by-nc-sa-4.0
---
<div align="center">
<h1>Cross-View Supervision</h1>
<h3>Learning Ego-Centric BEV Representations from a Perspective-Privileged View:<br>
Cross-View Supervision for Online HD Map Construction</h3>
<a href="https://arxiv.org/pdf/2605.12218"><img src="https://img.shields.io/badge/arXiv-Paper-brightgreen.svg" alt="arXiv Paper"></a>
<a href="https://github.com/DriverlessMobility/CrossViewSupervision">
<img src="https://img.shields.io/badge/GitHub-black.svg?logo=github" alt="GitHub">
</a>
</div>
## Introduction
This repository provides pretrained checkpoints for “Learning Ego-Centric BEV Representations from a Perspective-Privileged View: Cross-View Supervision for Online HD Map Construction”, accepted at ECCV 2026.
For implementation details, configuration files, and evaluation instructions, please refer to the GitHub repository.
## 📄 Citation
If you use Cross-View Supervision in your research, please cite:
```bibtex
@article{lengerer2026crossviewsupervision,
title={Learning Ego-Centric BEV Representations from a Perspective-Privileged View: Cross-View Supervision for Online HD Map Construction},
author={Daniel Lengerer and Mathias Pechinger and Klaus Bogenberger and Carsten Markgraf},
year={2026},
journal={arXiv preprint arXiv:2605.12218},
}
```