INFORM Video describing the general concept
Publications
Papadimitroulas P., Brocki L., Christopher Chung N., Marchadour W., Vermet F., Gaubert L., Eleftheriadis V., Plachouris D., Visvikis D., Kagadis G.C., Hatt M.,
Artificial intelligence: Deep learning in oncological radiomics and challenges of interpretability and data harmonization.
Physica Medica, 83:108-121, 2021.
L. Brocki, W. Marchadour, J. Maison, B. Badic, P. Papadimitroulas, M. Hatt, F. Vermet, N.C. Chung
“Evaluation of Importance Estimators in Deep Learning Classifiers for Computed Tomography”
EXTRAAMAS, 2022, Lecture Notes in Computer Science, vol 13283. Springer, Cham.
L. Brocki, W. Marchadour, J. Maison, B. Badic, P. Papadimitroulas, M. Hatt, F. Vermet, N.C. Chung
“Evaluation of Importance Estimators in Deep Learning Classifiers for Computed Tomography”
EXTRAAMAS, 2022, Lecture Notes in Computer Science, vol 13283. Springer, Cham.
L. Brocki, N.C. Chung “Integration of Radiomics and Tumor Biomarkers in Interpretable Machine Learning Models”
Cancers 2023, 15(9), 2459
L. Brocki, N.C. Chung
“Fidelity of Interpretability Methods and Perturbation Artifacts in Neural Networks”
L. Brocki, N.C. Chung
“Feature Perturbation Augmentation for Reliable Evaluation of Importance Estimators”
Conferences
Paneta, L. Brocki, V. Eleftheriadis, P. Papadimitroulas, N.C. Chung
“Interactive web application for Explainable DNN-based AI models in oncology”
IEEE NSS/MIC 2023, 4-11 November, Vancouver, Canada
Paneta, V. Eleftheriadis, G. Savvidis, P. Papadimitroulas
“Development & Evaluation of 3D PET synthetic tumors using TGAN and radiomics: Towards a digital patient population”
AINM 2023, 9-11 October, Groningen, the Netherlands
W. Marchadour, J. Maison, B. Badic, M. Hatt, F. Vermet
“Comparison of Methods for Interpretability of DNNs in the context of CT images Classification”
IEEE NSS/MIC 2022, 5-12 December, Milano, Italy
Other
BIOEMTECH participated in the scientific/industrial exhibition presenting the progress and the developments of INFORM project.
AINM 2023 conference, 9-11 October 2023, Groningen, The Netherlands
BIOEMTECH presented INFORM project and disseminated the activities of the INFORM consortium.
INNOVENT FORUM, 10-11 February 2023, Larisa, Greece
INFORM poster describing the general concept
INFORM brochure describing the general concept
supported by
