1 code implementation • 7 Mar 2024 • Dovile Juodelyte, Yucheng Lu, Amelia Jiménez-Sánchez, Sabrina Bottazzi, Enzo Ferrante, Veronika Cheplygina
However, the domain shift from natural to medical images has prompted alternatives such as RadImageNet, often demonstrating comparable classification performance.
no code implementations • 9 Feb 2024 • Amelia Jiménez-Sánchez, Natalia-Rozalia Avlona, Dovile Juodelyte, Théo Sourget, Caroline Vang-Larsen, Hubert Dariusz Zając, Veronika Cheplygina
We present "actionability" as a conceptual metric to reveal the data quality gap between characteristics of data on CCPs and the desired characteristics of data for AI in healthcare.
2 code implementations • 5 Feb 2024 • Théo Sourget, Ahmet Akkoç, Stinna Winther, Christine Lyngbye Galsgaard, Amelia Jiménez-Sánchez, Dovile Juodelyte, Caroline Petitjean, Veronika Cheplygina
We applied both tools on a study of the usage of 20 publicly available medical datasets in papers from MICCAI and MIDL.
no code implementations • 5 Sep 2023 • Cathrine Damgaard, Trine Naja Eriksen, Dovile Juodelyte, Veronika Cheplygina, Amelia Jiménez-Sánchez
We train a chest drain detector with the non-expert annotations that generalizes well to expert labels.
1 code implementation • 16 Feb 2023 • Dovile Juodelyte, Amelia Jiménez-Sánchez, Veronika Cheplygina
Our findings show that the similarity between networks before and after fine-tuning does not correlate with performance gains, suggesting that the advantages of transfer learning might not solely originate from the reuse of features in the early layers of a convolutional neural network.
1 code implementation • 8 Nov 2022 • Amelia Jiménez-Sánchez, Dovile Juodelyte, Bethany Chamberlain, Veronika Cheplygina
The availability of large public datasets and the increased amount of computing power have shifted the interest of the medical community to high-performance algorithms.
1 code implementation • 7 Mar 2022 • Dovile Juodelyte, Veronika Cheplygina, Therese Graversen, Philippe Bonnet
In the pharmaceutical industry, the maintenance of production machines must be audited by the regulator.