31 July 2023
Our IEEE TMI special issue on federated learning: 8 of the journal's 50 most-accessed articles in July 2023
In July 2023, the month it appeared, eight papers from our special issue of IEEE Transactions on Medical Imaging on federated learning for medical imaging (vol. 42, issue 7) were among the journal’s 50 most-accessed articles on IEEE Xplore.
Our special issue of IEEE Transactions on Medical Imaging on Federated Learning for Medical Imaging: Enabling Collaborative Development of Robust AI Models (vol. 42, issue 7, July 2023), which Shadi Albarqouni co-edited as guest editor (guest editorial), drew wide attention when it appeared. In July 2023, eight of its papers were among the journal’s 50 most-accessed articles on IEEE Xplore:
| Rank | Paper |
|---|---|
| #7 | Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging |
| #11 | FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation |
| #15 | Federated Cycling (FedCy): Semi-Supervised Federated Learning of Surgical Phases |
| #19 | Proportionally Fair Hospital Collaborations in Federated Learning of Histopathology Images |
| #24 | A Federated Learning System for Histopathology Image Analysis With an Orchestral Stain-Normalization GAN |
| #29 | Federated Learning of Generative Image Priors for MRI Reconstruction |
| #38 | Federated Partially Supervised Learning With Limited Decentralized Medical Images |
| #50 | A New Framework of Swarm Learning Consolidating Knowledge From Multi-Center Non-IID Data for Medical Image Segmentation |
FedMix stayed on the list in August 2023 (#26) and September 2023 (#38).
Source: IEEE Xplore, “Popular Articles” of IEEE Transactions on Medical Imaging, July 2023 (checked November 2026).