MMMS: Multi-Modal Multi-Surface Interactive Segmentation

If you use this repository, please cite our paper:

@article{schon2025mmms,
  title={MMMS: Multi-Modal Multi-Surface Interactive Segmentation},
  author={Sch{\"o}n, Robin and Lorenz, Julian and Ludwig, Katja and Kienzle, Daniel and Lienhart, Rainer},
  journal={arXiv preprint arXiv:2509.12963},
  year={2025}
}

Acknowledgements

The code in this repository is based on SkipClick, SimpleClick and RITM. Please also cite their papers if you make use of this repository:

@misc{schön2025skipclickcombiningquickresponses,
    title={SkipClick: Combining Quick Responses and Low-Level Features for Interactive Segmentation in Winter Sports Contexts},
    author={Robin Schön and Julian Lorenz and Daniel Kienzle and Rainer Lienhart},
    year={2025},
    eprint={2501.07960},
    archivePrefix={arXiv},
    primaryClass={cs.CV},
    url={https://arxiv.org/abs/2501.07960},
}


@InProceedings{Liu_2023_ICCV,
    author    = {Liu, Qin and Xu, Zhenlin and Bertasius, Gedas and Niethammer, Marc},
    title     = {SimpleClick: Interactive Image Segmentation with Simple Vision Transformers},
    booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
    month     = {October},
    year      = {2023},
    pages     = {22290-22300}
}

@inproceedings{ritm2022,
  title={Reviving iterative training with mask guidance for interactive segmentation},
  author={Sofiiuk, Konstantin and Petrov, Ilya A and Konushin, Anton},
  booktitle={2022 IEEE International Conference on Image Processing (ICIP)},
  pages={3141--3145},
  year={2022},
  organization={IEEE}
}

@inproceedings{fbrs2020,
   title={f-brs: Rethinking backpropagating refinement for interactive segmentation},
   author={Sofiiuk, Konstantin and Petrov, Ilia and Barinova, Olga and Konushin, Anton},
   booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
   pages={8623--8632},
   year={2020}
}