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marigold-iid-appearance-v1-1 model for single-image Intrinsic Image Decomposition (IID).
The model is fine-tuned from the stable-diffusion-2 model as
described in our papers:appearance) is trained to perform InteriorVerse decomposition into Albedo and two BRDF material properties: roughness and metallicity.
Both the input image and the output albedo are in the sRGB color space.
For an alternative model type (lighting) that performs decomposition into Albedo, Diffuse shading, and Non-diffuse residual, click
here.1@misc{ke2025marigold,
2 title={Marigold: Affordable Adaptation of Diffusion-Based Image Generators for Image Analysis},
3 author={Bingxin Ke and Kevin Qu and Tianfu Wang and Nando Metzger and Shengyu Huang and Bo Li and Anton Obukhov and Konrad Schindler},
4 year={2025},
5 eprint={2505.09358},
6 archivePrefix={arXiv},
7 primaryClass={cs.CV}
8}
9
10@InProceedings{ke2023repurposing,
11 title={Repurposing Diffusion-Based Image Generators for Monocular Depth Estimation},
12 author={Bingxin Ke and Anton Obukhov and Shengyu Huang and Nando Metzger and Rodrigo Caye Daudt and Konrad Schindler},
13 booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
14 year={2024}
15}