17 citations · 60 across the 13 of their papers we have counts for
4 papers · 1 filter
Biomedical image analysis competitions: The state of current participation practice
Matthias Eisenmann, Annika Reinke, Vivienn Weru +352
The number of international benchmarking competitions is steadily increasing in various fields of machine learning (ML) research and practice. So far, however, little is known abou…
Assessing the Impact of Attention and Self-Attention Mechanisms on the Classification of Skin Lesions
Rafael Pedro, Arlindo L. Oliveira
Attention mechanisms have raised significant interest in the research community, since they promise significant improvements in the performance of neural network architectures. How…
Using Soft Labels to Model Uncertainty in Medical Image Segmentation
João Lourenço Silva, Arlindo L. Oliveira
Medical image segmentation is inherently uncertain. For a given image, there may be multiple plausible segmentation hypotheses, and physicians will often disagree on lesion and org…
Conditional Random Fields as Recurrent Neural Networks for 3D Medical Imaging Segmentation
Miguel Monteiro, Mário A. T. Figueiredo, Arlindo L. Oliveira
The Conditional Random Field as a Recurrent Neural Network layer is a recently proposed algorithm meant to be placed on top of an existing Fully-Convolutional Neural Network to imp…