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- ---
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- license: openrail
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: creativeml-openrail-m
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+ tags:
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+ - depth estimation
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+ - panoramic images
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+ - high resolution
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+ - image analysis
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+ - computer vision
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+ - in-the-wild
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+ - zero-shot
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+ pipeline_tag: depth-estimation
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+ ---
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+
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+ <h1 align="center"> 📟 PaGeR(Panoramic Geometry Estimation) Depth Estimation Model Card</h1>
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+
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+ <p align="center">
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+ <a title="Github" href="https://github.com/prs-eth/PaGeR" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
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+ <img src="https://img.shields.io/github/stars/prs-eth/PaGeR?label=GitHub%20%E2%98%85&logo=github&color=C8C" alt="Github">
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+ </a>
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+ <a title="Website" href="https://marigoldcomputervision.github.io/" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
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+ <img src="https://img.shields.io/badge/%E2%99%A5%20Project%20-Website-blue" alt="Website">
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+ </a>
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+ <a title="arXiv" href="https://arxiv.org/abs/2505.09358" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
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+ <img src="https://img.shields.io/badge/%F0%9F%93%84%20Read%20-Paper-AF3436" alt="arXiv">
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+ </a>
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+ <a title="Hugging Face" href="https://huggingface.co/spaces/prs-eth/PaGeR" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
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+ <img src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-FFD21E" alt="Hugging Face Spaces">
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+ </a>
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+ <a title="License" href="LICENSE"
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+ target="_blank" rel="noopener noreferrer" style="display: inline-block;">
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+ <img src="https://img.shields.io/badge/License-CreativeML%20OpenRAIL-7C3AED" alt="License">
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+ </a>
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+ </p>
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+
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+ This is a model card for the `PaGeR-depth-indoor` model for monocular depth estimation from a single panoramic [ERP](https://en.wikipedia.org/wiki/Equirectangular_projection) image.
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+ The model is fine-tuned from our [original depth checkpoint](https://huggingface.co/prs-eth/PaGeR-depth) on the combination of Scannet and Structured3D datasets, specialized for indoor
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+ depth prediction, as described in our paper:
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+ - [Paper](paper link) titled "Panorama Geometry Estimation using Single-Step Diffusion Models"
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+
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+ This model excels in depth estimation for indoor environments, for a more general model, check out the [original model](https://huggingface.co/prs-eth/PaGeR-depth).
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+ You can also check out other depth and normals models in our [collection](https://huggingface.co/collections/prs-eth/pager), or test models in our [demo](https://huggingface.co/spaces/prs-eth/PaGeR).
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+ ## Model Details
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+ - **Developed by:** [Vukasin Bozic](https://vulus98.github.io/), [Isidora Slavkovic](https://linkedin.com/in/isidora-slavkovic), [Dominik Narnhofer](https://scholar.google.com/citations?user=tFx8AhkAAAAJ&hl=en), [Nando Metzger](https://nandometzger.github.io/), [Denis Rozumny](https://rozumden.github.io/), [Konrad Schindler](https://scholar.google.com/citations?user=FZuNgqIAAAAJ), [Nikolai Kalischek](https://scholar.google.com/citations?user=XwzlnZoAAAAJ&hl=de).
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+ - **Model type:** Generative latent diffusion-based one-step scale-invariant monocular panoramic depth estimation from a single ERP image.
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+ - **License:** [CreativeML OpenRAIL License](LICENSE).
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+ - **Model Description:** This model can be used to generate an estimated depth map of a panoramic input image.
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+ - **Resolution**: The model is designed to support large resolutions up to 3K.
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+ - **Dataset**: [Scannet++](https://scannetpp.mlsg.cit.tum.de/scannetpp/), [Structured3D](https://structured3d-dataset.org/)
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+ - **Steps and scheduler**: This model works in a swift, one-step regime.
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+ - **Outputs**:
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+ - **Scale-invariant depth map**: The predicted values represent a depth map, interpolating between the near and far planes of the model's choice.
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+ - **Resources for more information:** [Project Website](insert link), [Paper](insert link), [Code](https://github.com/prs-eth/PaGeR).
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+ - **Cite as:**
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+
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+ ```bibtex
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+ Add citation
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+ ```