Privacy mechanisms and evaluation metrics for Synthetic Data Generation: A systematic review

PA Osorio-Marulanda, G Epelde, M Hernandez… - IEEE …, 2024 - ieeexplore.ieee.org
The growth of data publishing, sharing, and mining mechanisms in various fields of industry
and science has led to an increase in the flow of data, making it an important asset that …

[HTML][HTML] Guided image generation for improved surgical image segmentation

E Colleoni, RS Matilla, I Luengo, D Stoyanov - Medical Image Analysis, 2024 - Elsevier
The lack of large datasets and high-quality annotated data often limits the development of
accurate and robust machine-learning models within the medical and surgical domains. In …

[HTML][HTML] Machine Learning in Neurosurgery: Toward Complex Inputs, Actionable Predictions, and Generalizable Translations

E Schonfeld, N Mordekai, A Berg, T Johnstone, A Shah… - Cureus, 2024 - ncbi.nlm.nih.gov
Abstract Machine learning can predict neurosurgical diagnosis and outcomes, power
imaging analysis, and perform robotic navigation and tumor labeling. State-of-the-art models …

Evaluation of Federated Learning Techniques on Edge Devices Using Synthetic Medical Imaging Datasets

A Alhonainy, P Rao - 2023 IEEE Applied Imagery Pattern …, 2023 - ieeexplore.ieee.org
Artificial intelligence (AI) holds great promise in healthcare as it can significantly advances
disease diagnosis using diverse medical datasets. However, learning generalizable …

Privacy-Preserving Data Sharing: A Systematic Review and Future Research Areas

DJ Sivizaca Conde, NL Kämpf, D Rößler-von Saß… - 2024 - aisel.aisnet.org
Data sharing plays a vital role both in advancing scientific research and improving business
success through the creation of data-driven product and service innovations. However …

Detekce syntetických obrázků

P Nela - 2024 - dspace.cvut.cz
Tato práce prezentuje několik experimentů týkajících se detekce syntetických obrázků
obličejů. Bylo zjištěno, že klasifikační model standardní architektury ResNET-50, trénovaný …

[PDF][PDF] PRIVACY-PRESERVING DATA SHARING: A SYSTEMATIC REVIEW AND FUTURE RESEARCH DIRECTIONS

DS Conde, D Rößler-von Saß, T Schurig, N Kliewer - researchgate.net
Data sharing plays a vital role both in advancing scientific research and improving business
success through the creation of data-driven product and service innovations. However …