19 citations · 35 across the 3 of their papers we have counts for
3 papers
cs.CV2022★ 19 cited
Assessing generalisability of deep learning-based polyp detection and segmentation methods through a computer vision challenge
Sharib Ali, Noha Ghatwary, Debesh Jha +29
Polyps are well-known cancer precursors identified by colonoscopy. However, variability in their size, location, and surface largely affect identification, localisation, and charac…
cs.LG2022
Evaluation and Analysis of Different Aggregation and Hyperparameter Selection Methods for Federated Brain Tumor Segmentation
Ece Isik-Polat, Gorkem Polat, Altan Kocyigit +1
Availability of large, diverse, and multi-national datasets is crucial for the development of effective and clinically applicable AI systems in the medical imaging domain. However,…
cs.LG2021★ 16 cited
ARFED: Attack-Resistant Federated averaging based on outlier elimination
Ece Isik-Polat, Gorkem Polat, Altan Kocyigit
In federated learning, each participant trains its local model with its own data and a global model is formed at a trusted server by aggregating model updates coming from these par…