2 citations · 3 across the 5 of their papers we have counts for
3 papers · 1 filter
FedDropoutAvg: Generalizable federated learning for histopathology image classification
Gozde N. Gunesli, Mohsin Bilal, Shan E Ahmed Raza +1
Federated learning (FL) enables collaborative learning of a deep learning model without sharing the data of participating sites. FL in medical image analysis tasks is relatively ne…
DeepDistance: A Multi-task Deep Regression Model for Cell Detection in Inverted Microscopy Images
Can Fahrettin Koyuncu, Gozde Nur Gunesli, Rengul Cetin-Atalay +1
This paper presents a new deep regression model, which we call DeepDistance, for cell detection in images acquired with inverted microscopy. This model considers cell detection as…
AttentionBoost: Learning What to Attend by Boosting Fully Convolutional Networks
Gozde Nur Gunesli, Cenk Sokmensuer, Cigdem Gunduz-Demir
Dense prediction models are widely used for image segmentation. One important challenge is to sufficiently train these models to yield good generalizations for hard-to-learn pixels…