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  year = 	 "2003",
  volume = 	 "II",
  pages = 	 "803-806"
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@InProceedings{liu20232,
  title = 	 {{I}$^2${SB}: Image-to-Image Schrödinger Bridge},
  author =       {Liu, Guan-Horng and Vahdat, Arash and Huang, De-An and Theodorou, Evangelos and Nie, Weili and Anandkumar, Anima},
  booktitle = 	 {Proceedings of the 40th International Conference on Machine Learning},
  pages = 	 {22042--22062},
  year = 	 {2023},
  volume = 	 {202},
  month = 	 {23--29 Jul},
  publisher =    {PMLR},
  pdf = 	 {https://proceedings.mlr.press/v202/liu23ai/liu23ai.pdf},
}

@inproceedings{lugmayr2022repaint,
  title={Repaint: Inpainting using denoising diffusion probabilistic models},
  author={Lugmayr, Andreas and Danelljan, Martin and Romero, Andres and Yu, Fisher and Timofte, Radu and Van Gool, Luc},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={11461--11471},
  year={2022}
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@inproceedings{rombach2022high,
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  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={10684--10695},
  year={2022}
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@inproceedings{gee1999non,
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@article{chen2014reconstruction,
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@article{wen2017gpu,
  title={GPU-accelerated kernel regression reconstruction for freehand 3D ultrasound imaging},
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  number={4},
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  publisher={SAGE Publications Sage CA: Los Angeles, CA}
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@article{wen2018adaptive,
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@article{wen2013accurate,
  title={An accurate and effective FMM-based approach for freehand 3D ultrasound reconstruction},
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@inproceedings{wysocki2024ultra,
  title={Ultra-nerf: Neural radiance fields for ultrasound imaging},
  author={Wysocki, Magdalena and Azampour, Mohammad Farid and Eilers, Christine and Busam, Benjamin and Salehi, Mehrdad and Navab, Nassir},
  booktitle={Medical Imaging with Deep Learning},
  pages={382--401},
  year={2024},
  organization={PMLR}
}
@article{dou2025geometry,
  title={Geometry Aware Neural Radiance Fields for Freehand Ultrasound Reconstruction},
  author={Dou, Yimeng and Li, Yin and Varghese, Tomy},
  journal={Authorea Preprints},
  year={2025},
  publisher={Authorea}
}

@article{yeung2024sensorless,
  title={Sensorless volumetric reconstruction of fetal brain freehand ultrasound scans with deep implicit representation},
  author={Yeung, Pak-Hei and Hesse, Linde S and Aliasi, Moska and Haak, Monique C and Xie, Weidi and Namburete, Ana IL and INTERGROWTH-21st Consortium and others},
  journal={Medical Image Analysis},
  volume={94},
  pages={103147},
  year={2024},
  publisher={Elsevier}
}

@article{eid2025ultragauss,
  title={UltraGauss: Ultrafast Gaussian Reconstruction of 3D Ultrasound Volumes},
  author={Eid, Mark C and Namburete, Ana IL and Henriques, Jo{\~a}o F},
  journal={arXiv preprint arXiv:2505.05643},
  year={2025}
}
@article{ho2020denoising,
  title={Denoising diffusion probabilistic models},
  author={Ho, Jonathan and Jain, Ajay and Abbeel, Pieter},
  journal={Advances in neural information processing systems},
  volume={33},
  pages={6840--6851},
  year={2020}
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@article{chen2021stochastic,
  title={Stochastic control liaisons: Richard sinkhorn meets gaspard monge on a schrodinger bridge},
  author={Chen, Yongxin and Georgiou, Tryphon T and Pavon, Michele},
  journal={Siam Review},
  volume={63},
  number={2},
  pages={249--313},
  year={2021},
  publisher={SIAM}
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@inproceedings{droste2020automatic,
  title={Automatic probe movement guidance for freehand obstetric ultrasound},
  author={Droste, Richard and Drukker, Lior and Papageorghiou, Aris T and Noble, J Alison},
  booktitle={International Conference on Medical Image Computing and Computer-Assisted Intervention},
  pages={583--592},
  year={2020},
  organization={Springer}
}

@article{jiang2023robotic,
  title={Robotic ultrasound imaging: State-of-the-art and future perspectives},
  author={Jiang, Zhongliang and Salcudean, Septimiu E and Navab, Nassir},
  journal={Medical image analysis},
  volume={89},
  pages={102878},
  year={2023},
  publisher={Elsevier}
}

@article{stevens2025high,
  author={Stevens, Tristan S.W. and Nolan, Oisín and Somphone, Oudom and Robert, Jean-Luc and Van Sloun, Ruud J.G.},
  journal={IEEE Transactions on Medical Imaging}, 
  title={High Volume Rate 3D Ultrasound Reconstruction with Diffusion Models}, 
  year={2025},
  volume={},
  number={},
  pages={1-1},
  keywords={Ultrasonic imaging;Three-dimensional displays;Imaging;Image reconstruction;Diffusion models;Image quality;Probes;Interpolation;Azimuth;Data models;3D ultrasound;diffusion models;generative modeling;cardiac ultrasound},
  doi={10.1109/TMI.2025.3645849}
}

@article{chen2023improving,
  title={Improving the segmentation accuracy of ovarian-tumor ultrasound images using image inpainting},
  author={Chen, Lijiang and Qiao, Changkun and Wu, Meijing and Cai, Linghan and Yin, Cong and Yang, Mukun and Sang, Xiubo and Bai, Wenpei},
  journal={Bioengineering},
  volume={10},
  number={2},
  pages={184},
  year={2023},
  publisher={MDPI}
}

@inproceedings{hu2017freehand,
  title={Freehand ultrasound image simulation with spatially-conditioned generative adversarial networks},
  author={Hu, Yipeng and Gibson, Eli and Lee, Li-Lin and Xie, Weidi and Barratt, Dean C and Vercauteren, Tom and Noble, J Alison},
  booktitle={International Workshop on Computational Methods for Molecular Imaging},
  pages={105--115},
  year={2017},
  organization={Springer}
}

@article{tiago2022data,
  title={A data augmentation pipeline to generate synthetic labeled datasets of 3D echocardiography images using a GAN},
  author={Tiago, Cristiana and Gilbert, Andrew and Beela, Ahmed Salem and Aase, Svein Arne and Snare, Sten Roar and {\v{S}}prem, Jurica and McLeod, Kristin},
  journal={IEEE Access},
  volume={10},
  pages={98803--98815},
  year={2022},
  publisher={IEEE}
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@inproceedings{peng2019real,
  title={A real-time medical ultrasound simulator based on a generative adversarial network model},
  author={Peng, Bo and Huang, Xing and Wang, Shiyuan and Jiang, Jingfeng},
  booktitle={2019 IEEE international conference on image processing (ICIP)},
  pages={4629--4633},
  year={2019},
  organization={IEEE}
}

@article{amadou2024cardiac,
  title={Cardiac ultrasound simulation for autonomous ultrasound navigation},
  author={Amadou, Abdoul Aziz and Peralta, Laura and Dryburgh, Paul and Klein, Paul and Petkov, Kaloian and Housden, R James and Singh, Vivek and Liao, Rui and Kim, Young-Ho and Ghesu, Florin C and others},
  journal={Frontiers in Cardiovascular Medicine},
  volume={11},
  pages={1384421},
  year={2024},
  publisher={Frontiers Media SA}
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@inproceedings{saharia2022palette,
  title={Palette: Image-to-image diffusion models},
  author={Saharia, Chitwan and Chan, William and Chang, Huiwen and Lee, Chris and Ho, Jonathan and Salimans, Tim and Fleet, David and Norouzi, Mohammad},
  booktitle={ACM SIGGRAPH 2022 conference proceedings},
  pages={1--10},
  year={2022}
}