Holger Roth  

 



  ![](/sites/default/files/person/HolgerRoth_May2018_crop_wide.jpg)

  

 Holger Roth, a Principal Federated Learning Scientist at NVIDIA, specializes in developing distributed and collaborative software and models for various industries using federated learning and analytics. He has been exploring the topic both from theoretical and practical standpoints. During the COVID-19 pandemic, he led the experimentation of a federated learning study involving twenty hospitals around the globe to train more generalizable models for predicting clinical outcomes in symptomatic patients. His other research interests include computer-assisted annotation, active learning, and natural language processing. He is an Associate Editor for IEEE Transactions of Medical Imaging and holds a Ph.D. from University College London, UK. In 2018, he was awarded the MICCAI Young Scientist Publication Impact Award.

Personal webpage: <https://www.holgerroth.com/>
LinkedIn: [https://www.linkedin.com/in/holger-r-roth-b939a79](https://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fholger-r-roth-b939a79&data=05%7C02%7Cnhorrocks%40nvidia.com%7C5a280722e1a84025b06108dc330417a3%7C43083d15727340c1b7db39efd9ccc17a%7C0%7C0%7C638441339874889010%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C0%7C%7C%7C&sdata=bCCU13lR69P8JhiaNuRDeoMATOE2EicCuj7yyCchv%2B4%3D&reserved=0)



   Research Area(s)

[Medical](/research-area/medical)

 

 

  

 Main Field of Interest

[Medical](/research-area/medical)

 

  

 Google Scholar

[https://scholar.google.com/citations?user=pzNwAsEAAAAJ&amp;hl=en](https://scholar.google.com/citations?user=pzNwAsEAAAAJ&hl=en)

 

  

 

 

 



 ### Publications

 

### 2022 

[GradViT: Gradient Inversion of Vision Transformers](/index.php/publication/2022-05_gradvit-gradient-inversion-vision-transformers)

Ali Hatamizadeh , [Hongxu Danny Yin](/index.php/person/danny-yin), [Holger Roth](/index.php/person/holger-roth), [Wenqi Li](/index.php/person/wenqi-li), [Jan Kautz](/index.php/person/jan-kautz), [Daguang Xu](/index.php/person/daguang-xu), [Pavlo Molchanov](/index.php/person/pavlo-molchanov)



[IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2022](https://cvpr2022.thecvf.com/)









### 2020 

[LAMP: Large Deep Nets with Automated Model Parallelism for Image Segmentation](/publication/2020-10_lamp-large-deep-nets-automated-model-parallelism-image-segmentation)

Wentao Zhu, [Can Zhao](/person/can-zhao), [Wenqi Li](/person/wenqi-li), [Holger Roth](/person/holger-roth), [Ziyue Xu](/person/ziyue-xu), [Daguang Xu](/person/daguang-xu)



[MICCAI 2020](https://miccai2020.org/en/)









[Neurreg: Neural registration and its application to image segmentation](/publication/2020-03_neurreg-neural-registration-and-its-application-image-segmentation)

Wentao Zhu, [Andriy Myronenko](/person/andriy-myronenko), [Ziyue Xu](/person/ziyue-xu), [Wenqi Li](/person/wenqi-li), [Holger Roth](/person/holger-roth), Yufang Huang, Fausto Milletari, [Daguang Xu](/person/daguang-xu)



[WACV](http://openaccess.thecvf.com/content_WACV_2020/papers/Zhu_NeurReg_Neural_Registration_and_Its_Application_to_Image_Segmentation_WACV_2020_paper.pdf)









### 2019 

[4D CNN for semantic segmentation of cardiac volumetric sequences](/publication/2019-10_4d-cnn-semantic-segmentation-cardiac-volumetric-sequences)

[Andriy Myronenko](/person/andriy-myronenko), [Dong Yang](/person/dong-yang), Varun Buch, [Daguang Xu](/person/daguang-xu), Alvin Ihsani, Sean Doyle, Mark Michalski, Neil Tenenholtz, [Holger Roth](/person/holger-roth)



[MICCAI 2019](https://www.miccai2019.org/)









[Cardiac Segmentation of LGE MRI with Noisy Labels](/index.php/publication/2019-10_cardiac-segmentation-lge-mri-noisy-labels)

[Holger Roth](/index.php/person/holger-roth), Wentao Zhu, [Dong Yang](/index.php/person/dong-yang), [Ziyue Xu](/index.php/person/ziyue-xu), [Daguang Xu](/index.php/person/daguang-xu)



[MICCAI 2019](https://www.miccai2019.org/)