vulus98 commited on
Commit
f21f90a
·
verified ·
1 Parent(s): 661eed7

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +57 -3
README.md CHANGED
@@ -1,3 +1,57 @@
1
- ---
2
- license: creativeml-openrail-m
3
- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: creativeml-openrail-m
3
+ tags:
4
+ - depth estimation
5
+ - metric depth
6
+ - panoramic images
7
+ - high resolution
8
+ - image analysis
9
+ - computer vision
10
+ - in-the-wild
11
+ - zero-shot
12
+ pipeline_tag: depth-estimation
13
+ ---
14
+
15
+ <h1 align="center"> 📟 PaGeR(Panoramic Geometry Estimation) Depth Estimation Model Card</h1>
16
+
17
+ <p align="center">
18
+ <a title="Github" href="https://github.com/prs-eth/PaGeR" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
19
+ <img src="https://img.shields.io/github/stars/prs-eth/PaGeR?label=GitHub%20%E2%98%85&logo=github&color=C8C" alt="Github">
20
+ </a>
21
+ <a title="Website" href="https://marigoldcomputervision.github.io/" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
22
+ <img src="https://img.shields.io/badge/%E2%99%A5%20Project%20-Website-blue" alt="Website">
23
+ </a>
24
+ <a title="arXiv" href="https://arxiv.org/abs/2505.09358" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
25
+ <img src="https://img.shields.io/badge/%F0%9F%93%84%20Read%20-Paper-AF3436" alt="arXiv">
26
+ </a>
27
+ <a title="Hugging Face" href="https://huggingface.co/spaces/prs-eth/PaGeR" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
28
+ <img src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-FFD21E" alt="Hugging Face Spaces">
29
+ </a>
30
+ <a title="License" href="LICENSE"
31
+ target="_blank" rel="noopener noreferrer" style="display: inline-block;">
32
+ <img src="https://img.shields.io/badge/License-CreativeML%20OpenRAIL-7C3AED" alt="License">
33
+ </a>
34
+ </p>
35
+
36
+ This is a model card for the `PaGeR-metric-depth` model for metric monocular depth estimation from a single panoramic [ERP](https://en.wikipedia.org/wiki/Equirectangular_projection) image.
37
+ The model is fine-tuned from the `marigold-e2e-ft` [model](https://huggingface.co/GonzaloMG/marigold-e2e-ft-depth) on synthetic [PanoInfinigen](insert link) dataset, as
38
+ described in our paper:
39
+ - [Paper](paper link) titled "Panorama Geometry Estimation using Single-Step Diffusion Models"
40
+
41
+ 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).
42
+ ## Model Details
43
+ - **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).
44
+ - **Model type:** Generative latent diffusion-based one-step metric monocular panoramic depth estimation from a single ERP image.
45
+ - **License:** [CreativeML OpenRAIL License](LICENSE).
46
+ - **Model Description:** This model can be used to generate an estimated depth map of a panoramic input image.
47
+ - **Resolution**: The model is designed to support large resolutions up to 3K.
48
+ - **Dataset**: [PanoInfinigen]()
49
+ - **Steps and scheduler**: This model works in a swift, one-step regime.
50
+ - **Outputs**:
51
+ - **Metric depth map**: The predicted values represent a depth map, interpolating between the near and far planes of the model's choice, in meters.
52
+ - **Resources for more information:** [Project Website](insert link), [Paper](insert link), [Code](https://github.com/prs-eth/PaGeR).
53
+ - **Cite as:**
54
+
55
+ ```bibtex
56
+ Add citation
57
+ ```