Roth, Holger R.
- MONAI: An open-source framework for deep learning in healthcare
2022/11/04 by M. Jorge Cardoso, Cardoso, M. Jorge, Wenqi Li +109 · 94 citations
Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Radiomics and Machine Learning in Medical Imaging
- Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning
2016/02/10 by Hoo-Chang Shin, Shin, Hoo-Chang, Holger R. Roth +15 · 16 citations
Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Lung Cancer Diagnosis and Treatment #Radiomics and Machine Learning in Medical Imaging
- DeepOrgan: Multi-level Deep Convolutional Networks for Automated Pancreas Segmentation
2015/06/22 by Roth, Holger R., Lu, Le, Farag, Amal +4 · 9 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Automated Pancreas Segmentation Using Multi-institutional Collaborative Deep Learning
2020/09/28 by Po‐Chuan Wang, Wang, Pochuan, Chen Shen +21 · 3 citations
Medicine · Computer Science · #COVID-19 diagnosis using AI #Advanced Neural Network Applications #AI in cancer detection
- Federated Semi-Supervised Learning for COVID Region Segmentation in Chest CT using Multi-National Data from China, Italy, Japan
2020/11/23 by Yang, Dong, Xu, Ziyue, Li, Wenqi +17 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- On the influence of Dice loss function in multi-class organ segmentation\n of abdominal CT using 3D fully convolutional networks
2018/01/17 by Chen Shen, Holger R. Roth, Shen, Chen +11 · 2 citations
Computer Science · Engineering · Medicine · #Advanced Neural Network Applications #Advanced X-ray and CT Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging
- Communication-Efficient Vertical Federated Learning with Limited Overlapping Samples
2023/03/28 by Jingwei Sun, Sun, Jingwei, Ziyue Xu +15 · 2 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- A Bottom-up Approach for Pancreas Segmentation using Cascaded Superpixels and (Deep) Image Patch Labeling
2015/05/22 by Farag, Amal, Lu, Le, Roth, Holger R. +3 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Hierarchical 3D fully convolutional networks for multi-organ segmentation
2017/04/21 by Roth, Holger R., Oda, Hirohisa, Hayashi, Yuichiro +5 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Multi-task Federated Learning for Heterogeneous Pancreas Segmentation
2021/08/19 by Shen, Chen, Wang, Pochuan, Roth, Holger R. +9 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #I.4.6
- Spatial Aggregation of Holistically-Nested Networks for Automated\n Pancreas Segmentation
2016/06/24 by Holger R. Roth, Roth, Holger R., Le Lü +7 · 2 citations
Computer Science · Medicine · #Advanced Neural Network Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques
- Warm Start Active Learning with Proxy Labels & Selection via Semi-Supervised Fine-Tuning
2022/09/13 by Nath, Vishwesh, Yang, Dong, Roth, Holger R. +1 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- FedBPT: Efficient Federated Black-box Prompt Tuning for Large Language Models
2023/10/02 by Jingwei Sun, Ziyue Xu, Sun, Jingwei +11 · 1 citation
Computer Science · #Privacy-Preserving Technologies in Data #Age of Information Optimization
- Supercharging Federated Learning with Flower and NVIDIA FLARE
2024/05/21 by Holger R. Roth, Roth, Holger R., Daniel J. Beutel +27 · 1 citation
Computer Science · #Distributed #FOS: Computer and information sciences #Parallel #Privacy-Preserving Technologies in Data #Software Engineering (cs.SE) #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Secure Federated XGBoost with CUDA-accelerated Homomorphic Encryption via NVIDIA FLARE
2025/04/04 by Xu, Ziyue, Hsieh, Yuan-Ting, Zhang, Zhihong +4 · 2 citations
#Cryptography and Security (cs.CR) #Distributed #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
- Empowering Federated Learning for Massive Models with NVIDIA FLARE
2024/02/12 by Holger R. Roth, Roth, Holger R., Ziyue Xu +26 · 1 citation
Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)