update homepage and arxiv

README.md

@@ -18,7 +18,7 @@ We provide two models:
 - Marigold-IID-Appearance which predicts albedo, metallic and roughness 
 - Marigold-IID-Lighting which predicts albedo, diffuse shading and non-diffuse residual
 
-Find out more in our CVPR 2024 paper titled ["Repurposing Diffusion-Based Image Generators for Monocular Depth Estimation"](https://arxiv.org/abs/2312.02145)
+Find out more in our paper titled ["Marigold: Affordable Adaptation of Diffusion-Based Image Generators for Image Analysis"](https://arxiv.org/abs/2505.09358)
 
 ```
 @InProceedings{ke2023repurposing,
@@ -27,4 +27,13 @@ Find out more in our CVPR 2024 paper titled ["Repurposing Diffusion-Based Image
   booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
   year={2024}
 }
+
+@misc{ke2025marigold,
+  title={Marigold: Affordable Adaptation of Diffusion-Based Image Generators for Image Analysis},
+  author={Bingxin Ke and Kevin Qu and Tianfu Wang and Nando Metzger and Shengyu Huang and Bo Li and Anton Obukhov and Konrad Schindler},
+  year={2025},
+  eprint={2505.09358},
+  archivePrefix={arXiv},
+  primaryClass={cs.CV}
+}
 ```

app.py

@@ -80,13 +80,13 @@ class MarigoldIIDApp(DualVisionApp):
             gr.Markdown(
                 f"""
                 <p align="center">
-                <a title="Website" href="https://marigoldmonodepth.github.io/" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
+                <a title="Website" href="https://marigoldcomputervision.github.io/" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
                     <img src="https://img.shields.io/badge/%E2%99%A5%20Project%20-Website-blue">
                 </a>
                 <a title="diffusers" href="https://huggingface.co/docs/diffusers/using-diffusers/marigold_usage" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
                     <img src="https://img.shields.io/badge/%F0%9F%A7%A8%20Read_diffusers-Tutorial-yellow?labelColor=green">
                 </a>
-                <a title="arXiv" href="https://arxiv.org/abs/2312.02145" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
+                <a title="arXiv" href="https://arxiv.org/abs/2505.09358" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
                     <img src="https://img.shields.io/badge/%F0%9F%93%84%20Read%20-Paper-AF3436">
                 </a>
                 <a title="Github" href="https://github.com/prs-eth/marigold" target="_blank" rel="noopener noreferrer" style="display: inline-block;">