Valentine Wargnier-Dauchelle

According to our database, Valentine Wargnier-Dauchelle authored at least 8 papers between 2019 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Explainable monotonic networks and constrained learning for interpretable classification and weakly supervised anomaly detection.

Valentine Wargnier-Dauchelle, Thomas Grenier, Françoise Durand-Dubief, François Cotton, Michaël Sdika

Pattern Recognit., 2025

2023

A Weakly Supervised Gradient Attribution Constraint for Interpretable Classification and Anomaly Detection.

Valentine Wargnier-Dauchelle, Thomas Grenier, Françoise Durand-Dubief, François Cotton, Michaël Sdika

IEEE Trans. Medical Imaging, November, 2023

Interprétabilité des réseaux de neurones profonds et segmentation faiblement supervisée des lésions cérébrales sur IRM. (Deep neural networks interpretability and weakly supervised segmentation of brain lesions on MRI).

Valentine Wargnier-Dauchelle

PhD thesis, 2023

Robust Unsupervised Image to Template Registration Without Image Similarity Loss.

Slim Hachicha, Célia Le, Valentine Wargnier-Dauchelle, Michaël Sdika

Proceedings of the Medical Image Learning with Limited and Noisy Data, 2023

Reproducibility of Tumor Segmentation Outcomes with a Deep Learning Model.

Morgane Des Ligneris, Axel Bonnet, Yohan Chatelain, Tristan Glatard, Michaël Sdika, Gaël Vila, Valentine Wargnier-Dauchelle, Sorina Camarasu-Pop, Carole Frindel

Proceedings of the 20th IEEE International Symposium on Biomedical Imaging, 2023

2021

A More Interpretable Classifier For Multiple Sclerosis.

Valentine Wargnier-Dauchelle, Thomas Grenier, Françoise Durand-Dubief, François Cotton, Michaël Sdika

Proceedings of the 18th IEEE International Symposium on Biomedical Imaging, 2021

2020

Saliency Maps of Video-colonoscopy Images for the Analysis of Their Content and the Prevention of Colorectal Cancer Risks.

Valentine Wargnier-Dauchelle, Camille Simon Chane, Aymeric Histace

Proceedings of the 13th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2020), 2020

2019

Retinal Blood Vessels Segmentation: Improving State-of-the-Art Deep Methods.

Valentine Wargnier-Dauchelle, Camille Simon Chane, Aymeric Histace

Proceedings of the Computer Analysis of Images and Patterns, 2019