Publications

2024

  • S. Tayebi Arasteh, T. Arias-Vergara, P.A. Perez-Toro, T. Weise, K. Packhaeuser, M. Schuster, E. Noeth, A. Maier, S.H. Yang. "The Impact of Speech Anonymization on Pathology and Its Limits". ArXiv preprint (2024), arXiv:2404.08064, DOI: 10.48550/arXiv.2404.08064
  • S. Tayebi Arasteh, A. Ziller, C. Kuhl, M. Makowski, S. Nebelung, R. Braren, D. Rueckert, D. Truhn, G. Kaissis. "Preserving fairness and diagnostic accuracy in private large-scale AI models for medical imaging". Communications Medicine (2024), 4(1), 46. Springer Nature, DOI: 10.1038/s43856-024-00462-6
  • S. Tayebi Arasteh, T. Han, M. Lotfinia, C. Kuhl, J.N. Kather, D. Truhn, S. Nebelung. "Large language models streamline automated machine learning for clinical studies". Nature Communications (2024), 15(1), 1603. Springer Nature, DOI: 10.1038/s41467-024-45879-8
  • S. Tayebi Arasteh, L. Misera, J.N. Kather, D. Truhn, S. Nebelung. "Enhancing diagnostic deep learning via self-supervised pretraining on large-scale, unlabeled non-medical images". European Radiology Experimental (2024), 8(1), 10. Springer Nature, DOI: 10.1186/s41747-023-00411-3
  • D. Truhn*, S. Tayebi Arasteh* et al. "Encrypted federated learning for secure decentralized collaboration in cancer image analysis". Medical image analysis (2024), 92, 103059. DOI: 10.1016/j.media.2023.103059
  • S. Tayebi Arasteh, M. Lotfinia, T. Nolte, M.J. Sähn, P. Isfort, C. Kuhl, S. Nebelung, G. Kaissis, D. Truhn. "Securing Collaborative Medical AI by Using Differential Privacy: Domain Transfer for Classification of Chest Radiographs". Radiology: Artificial Intelligence (2024), 6(1), e230212. RSNA, DOI: 10.1148/ryai.230212

2023

  • S. Tayebi Arasteh, C. Kuhl, M.J. Saehn, P. Isfort, D. Truhn, S. Nebelung. "Enhancing domain generalization in the AI-based analysis of chest radiographs with federated learning". Scientific Reports (2023), 13(1), 22576. Nature Portfolio, DOI: 10.1038/s41598-023-49956-8
  • S. Tayebi Arasteh, P. Isfort, M. Saehn, G. Mueller-Franzes, F. Khader, J.K. Kather, C. Kuhl, S. Nebelung, D. Truhn. "Collaborative training of medical artificial intelligence models with non-uniform labels". Scientific Reports (2023), 13(1), 6046. Nature Portfolio, DOI: 10.1038/s41598-023-33303-y
  • S. Tayebi Arasteh, J. Romanowicz, D.F. Pace, P. Golland, A.J. Powell, A.K. Maier, D. Truhn, T. Brosch, J. Weese, M. Lotfinia, R.J. van der Geest, M.H. Moghari. "Automated segmentation of 3D cine cardiovascular magnetic resonance imaging". Frontiers in Cardiovascular Medicine (2023), 10. DOI: 10.3389/fcvm.2023.1167500
  • S. Tayebi Arasteh, T. Weise, M. Schuster, E. Noeth, A.K. Maier, S.H. Yang. "The effect of speech pathology on automatic speaker verification: a large-scale study". Scientific Reports (2023), 13(1), 20476. Nature Portfolio, DOI: 10.1038/s41598-023-47711-7
  • S. Tayebi Arasteh, C.D. Rios-Urrego, E. Noeth, A.K. Maier, S.H. Yang, J. Rusz, J.R. Orozco-Arroyave. "Federated learning for secure development of AI models for Parkinson's disease detection using speech from different languages". Proceedings of INTERSPEECH 2023, Dublin, Ireland. DOI: 10.21437/Interspeech.2023-2108
  • F. Khader, G. Müller-Franzes, S. Tayebi Arasteh, T. Han, C. Haarburger, M. Schulze-Hagen, P. Schad, S. Engelhardt, B. Baeßler, S. Foersch, J. Stegmaier, C. Kuhl, S. Nebelung, J.N. Kather, D. Truhn. "Denoising diffusion probabilistic models for 3D medical image generation". Scientific Reports (2023), 13(1), 7303. Nature Portfolio, DOI: 10.1038/s41598-023-34341-2
  • F. Khader, J.N. Kather, G. Müller-Franzes, T. Wang, T. Han, S. Tayebi Arasteh, K. Hamesch, K. Bressem, C. Haarburger, J. Stegmaier, C. Kuhl, S. Nebelung, D. Truhn. "Medical transformer for multimodal survival prediction in intensive care: Integration of imaging and non-imaging data". Scientific Reports (2023), 13(1), 10666. Nature Portfolio, DOI: 10.1038/s41598-023-37835-1
  • F. Khader, G. Müller-Franzes, T. Wang, T. Han, S. Tayebi Arasteh, C. Haarburger, J. Stegmaier, K. Bressem, C. Kuhl, S. Nebelung, J.N. Kather, D. Truhn. "Multimodal Deep Learning for Integrating Chest Radiographs and Clinical Parameters: A Case for Transformers". Radiology (2023), 309(1), e230806. RSNA, DOI: 10.1148/radiol.230806
  • G. Müller-Franzes, J.M. Niehues, F. Khader, S. Tayebi Arasteh, C. Haarburger, C. Kuhl, T. Wang, T. Han, T. Nolte, S. Nebelung, J.N. Kather, D. Truhn. "A multimodal comparison of latent denoising diffusion probabilistic models and generative adversarial networks for medical image synthesis". Scientific Reports (2023), 13(1), 12098. Nature Portfolio, DOI: 10.1038/s41598-023-39278-0
  • G. Müller-Franzes, F. Müller-Franzes, L. Huck, V. Raaff, E. Kemmer, F. Khader, S. Tayebi Arasteh, T. Lemainque, J.N. Kather, S. Nebelung, C. Kuhl, D. Truhn. "Fibroglandular tissue segmentation in breast MRI using vision transformers: a multi-institutional evaluation". Scientific Reports (2023), 13(1), 14207. Nature Portfolio, DOI: 10.1038/s41598-023-41331-x
  • G. Müller-Franzes, L. Huck, S. Tayebi Arasteh, F. Khader, T. Han, V. Schulz, E. Dethlefsen, J.N. Kather, S. Nebelung, T. Nolte, C. Kuhl, D. Truhn. "Using Machine Learning to Reduce the Need for Contrast Agents in Breast MRI through Synthetic Images". Radiology (2023), 307(3), e222211. RSNA, DOI: 10.1148/radiol.222211
  • F. Khader, G. Müller-Franzes, S. Tayebi Arasteh, T. Han, J.N. Kather, J. Stegmaier, S. Nebelung, D. Truhn. "Vector-Quantized Latent Flows for Medical Image Synthesis And Out-of-Distribution Detection". 2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI), Cartagena, Colombia. IEEE, DOI: 10.1109/ISBI53787.2023.10230460

2021

  • S. Tayebi Arasteh and A. Kalisz. "Conversion Between Cubic Bezier Curves and Catmull–Rom Splines". SN Computer Science (2021), 2(1), 398. Springer Nature, DOI: 10.1007/s42979-021-00770-x
  • S. Tayebi Arasteh, M. Monajem, V. Christlein, P. Heinrich, A. Nicolaou, H.N. Boldaji, M. Lotfinia, S. Evert. "How Will Your Tweet Be Received? Predicting the Sentiment Polarity of Tweet Replies". 2021 IEEE 15th International Conference on Semantic Computing (ICSC), pp. 370-373, Laguna Hills, CA, USA. DOI: 10.1109/ICSC50631.2021.00068

2020

  • S. Tayebi Arasteh. "An Empirical Study on Text-Independent Speaker Verification based on the GE2E Method". ArXiv preprint (2020), arXiv:2011.04896, DOI: 10.48550/arXiv.2011.04896

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