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  license: openrail++
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  license: openrail++
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+ # Olbedo: An Albedo and Shading Aerial Dataset for Large-Scale Outdoor Environments
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+ [![Project Page](https://img.shields.io/badge/Project-Page-blue)](https://gdaosu.github.io/olbedo/)
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+ [![Hugging Face Demo](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-orange)](https://huggingface.co/spaces/GDAOSU/olbedo)
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+ [![Hugging Face Models](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Models-yellow)](https://huggingface.co/GDAOSU/olbedo)
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+ [![Hugging Face Datasets](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Datasets-green)](https://huggingface.co/datasets/GDAOSU/Olbedo)
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+ [![arXiv](https://img.shields.io/badge/arXiv-2602.22025-b31b1b.svg)](https://arxiv.org/abs/2602.22025)
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+ This repository contains the official implementation and inference code for **Olbedo**.
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+
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+ ## ๐Ÿ”— Resources
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+ We provide a comprehensive suite of resources for this project:
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+ * **Project Page:** [https://gdaosu.github.io/olbedo/](https://gdaosu.github.io/olbedo/)
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+ * **Interactive Demo:** [Hugging Face Spaces](https://huggingface.co/spaces/GDAOSU/olbedo)
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+ * **Pre-trained Models:** [Hugging Face Model Hub](https://huggingface.co/GDAOSU/olbedo)
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+ * **Dataset:** [Hugging Face Datasets](https://huggingface.co/datasets/GDAOSU/Olbedo)
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+ * **Paper:** [arXiv:2602.22025](https://arxiv.org/abs/2602.22025)
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+
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+ ## ๐Ÿš€ Usage
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+ We provide Docker support to ensure a consistent environment for running inference.
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+ ### 1. Build the Environment
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+ First, clone this repository and build the Docker image. This will set up all necessary dependencies.
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+ ```bash
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+ bash build_docker.sh
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+ ```
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+
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+ ### 2. Run Inference
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+ To run inference on your own images, use the run_inference.sh script. You must specify the input directory containing your images and the output directory where results will be saved.
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+ ```bash
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+ bash run_inference.sh <input_directory> <output_directory>
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+ ```
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+
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+ ## ๐Ÿ“‚ Data & Models
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+ If you wish to use the data or models separately, they are hosted on Hugging Face:
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+ | Resource | Link | Description |
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+ | :--- | :--- | :--- |
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+ | **Model Weights** | [Download Here](https://huggingface.co/GDAOSU/olbedo) | Pre-trained checkpoints for the Olbedo architecture. |
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+ | **Dataset** | [Download Here](https://huggingface.co/datasets/GDAOSU/Olbedo) | The dataset used for training and evaluation. |
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+
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+
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+ ## ๐Ÿ“ Citation
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+ If you find this project useful for your research, please consider citing our work:
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+
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+ ```
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+ @misc{song2026olbedoalbedoshadingaerial,
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+ title={Olbedo: An Albedo and Shading Aerial Dataset for Large-Scale Outdoor Environments},
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+ author={Shuang Song and Debao Huang and Deyan Deng and Haolin Xiong and Yang Tang and Yajie Zhao and Rongjun Qin},
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+ year={2026},
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+ eprint={2602.22025},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CV},
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+ url={[https://arxiv.org/abs/2602.22025](https://arxiv.org/abs/2602.22025)},
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+ }
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+ ```
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+
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+ ## ๐Ÿ™ Acknowledgements
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+ This codebase is largely built upon the following excellent projects:
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+ * **[Marigold](https://github.com/prs-eth/Marigold)**
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+ * **[RGBX](https://github.com/zheng95z/rgbx)**
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+ We thank the authors for their open-source contributions.