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Valentine Wargnier-Dauchelle

A Weakly Supervised Gradient Attribution Constraint for Interpretable Classification and Anomaly Detection
2023 · Valentine Wargnier-Dauchelle, Thomas Grenier, et al. · IEEE Transactions on Medical Imaging · 28
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A More Interpretable Classifier For Multiple Sclerosis
2021 · V. Wargnier-Dauchelle, T. Grenier, et al. · IEEE International Symposium on Biomedical Imaging (ISBI) · 11
Explainable monotonic networks and constrained learning for interpretable classification and weakly supervised anomaly detection
2024 · Valentine Wargnier-Dauchelle, Thomas Grenier, et al. · Pattern Recognition · 10
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Reproducibility of Tumor Segmentation Outcomes with a Deep Learning Model
2023 · Morgane Des Ligneris, Axel Bonnet, et al. · IEEE International Symposium on Biomedical Imaging (ISBI) · 4
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Robust Unsupervised Image to Template Registration Without Image Similarity Loss
2023 · Slim Hachicha, Célia Le, et al. · Lecture notes in computer science · 3
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Towards Better Interpretability of Sepsis Prediction by Deep Neural Networks with Variable-Wise Attribution Maps
2025 · P.-E. Thiboud, V. Wargnier-Dauchelle, et al. · IEEE International Symposium on Biomedical Imaging (ISBI) · 2
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Saliency Maps of Video-colonoscopy Images for the Analysis of Their Content and the Prevention of Colorectal Cancer Risks
2020 · Valentine Wargnier-Dauchelle, Camille Simon-Chane, et al. · International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC) · 2
Retinal Blood Vessels Segmentation: Improving State-of-the-Art Deep Methods
2019 · Valentine Wargnier-Dauchelle, Camille Simon-Chane, et al. · Communications in computer and information science · 2
Constrained non-negative networks for a more explainable and interpretable classification
2024 · Wargnier-Dauchelle, Valentine, Grenier, Thomas, et al. · HAL · 1
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An unexpected confounder: how brain shape can be used to classify MRI scans ?
2024 · Wargnier-Dauchelle, Valentine, Grenier, Thomas, et al. · HAL · 1
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Latent space disentanglement for speckle-based fatty liver disease detection using ultrasound images
2026 · Moyne, Nicolas, Muleki Seya, Pauline, et al. · HAL
Latent space separation for tissue characterization in ultrasound images using deep learning
2025 · Moyne, Nicolas, Sdika, Michaël, et al. · HAL
Construction et apprentissage sous contraintes de réseaux monotones pour une classification interprétable et la détection d'anomalies
2024 · Wargnier-Dauchelle, Valentine, Grenier, Thomas, et al. · HAL
Robust Unsupervised Image to Template Registration Without Image Similarity Loss
2024 · Hachicha, Slim, Le, Célia, et al. · HAL
Interprétabilité des réseaux des neurones profonds et segmentation faiblement supervisée des lésions cérébrales sur IRM
2023 · Valentine Wargnier-Dauchelle · theses.fr (ABES)
Une contrainte faiblement supervisée sur les attributions basées sur le gradient pour une classification interprétable et la détection d'anomalies
2023 · Wargnier-Dauchelle, Valentine, Grenier, Thomas, et al. · HAL
Un Classifieur plus Interprétable pour la SEP
2021 · Wargnier-Dauchelle, Valentine, Grenier, Thomas, et al. · HAL
Saliency Maps of Video-colonoscopy Images for the Analysis of Their Content and the Prevention of Colorectal Cancer Risks
2020 · Valentine Wargnier-Dauchelle, Camille Simon-Chane, et al. · International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC)
Works count: 19
Citation count: 64
H-index: 4
I10-index: 3
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