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Edyta Petters
Publications - 1
Citations - 21
Edyta Petters is an academic researcher. The author has contributed to research in topics: Deep learning & Engineering. The author has an hindex of 1, co-authored 1 publications receiving 21 citations.
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Unleashing the potential of digital pathology data by training computer-aided diagnosis models without human annotations
Niccolò Marini,Stefano Marchesin,Sebastian Otálora,Marek Wodzinski,Alessandro Caputo,Mart van Rijthoven,Witali Aswolinskiy,John-Melle Bokhorst,Damian Podareanu,Edyta Petters,Svetla Boytcheva,G. Buttafuoco,Simona Vatrano,Filippo Fraggetta,J. A. W. M. van der Laak,Maristella Agosti,Francesco Ciompi,Gianmaria Silvello,H. Muller,Manfredo Atzori +19 more
TL;DR: In this paper , the authors proposed and evaluated an approach to eliminate the need for manual annotations to train computer-aided diagnosis tools in digital pathology, which includes two components, to automatically extract semantically meaningful concepts from diagnostic reports and use them as weak labels to train convolutional neural networks (CNNs) for histopathology diagnosis.