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Publications of Dimitri Hamzaoui
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Dimitri Hamzaoui.
AI-based diagnosis of prostate cancer from multiparametric MRI.
Theses,
Université Côte d'Azur,
June 2023.
Keyword(s): Machine learning,
Prostate-cancer,
Inter-expert variability,
Segmentation,
Consensus,
Medical imaging,
Artificial intelligence,
Apprentissage profond,
Prostate-cancer,
Variabilité inter-expert,
Segmentation,
Consensus,
Imagerie médicale,
Intelligence artificielle.
[bibtex-entry]
Articles in journal, book chapters |
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Nina Brillat-Savarin,
Carine Wu,
Laurène Aupin,
Camille Thoumin,
Dimitri Hamzaoui,
and Raphaële Renard-Penna.
3.0 T prostate MRI: Visual assessment of 2D and 3D T2-weighted imaging sequences using PI-QUAL score.
European Journal of Radiology,
166:110974,
September 2023.
[bibtex-entry]
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Dimitri Hamzaoui,
Sarah Montagne,
Raphaële Renard-Penna,
Nicholas Ayache,
and Hervé Delingette.
Morphologically-Aware Consensus Computation via Heuristics-based IterATive Optimization (MACCHIatO).
Journal of Machine Learning for Biomedical Imaging,
2(UNSURE 2022 Special Issue):361-389,
September 2023.
Keyword(s): Consensus,
Distance,
Heuristic,
Optimization,
STAPLE.
[bibtex-entry]
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Sébastien Molière,
Dimitri Hamzaoui,
Anna Luzurier,
Benjamin Granger,
Sarah Montagne,
Alexandre Allera,
Malek Ezziane,
Raphaële Quint,
Mehdi Kalai,
Nicholas Ayache,
Hervé Delingette,
and Raphaële Renard-Penna.
Reference standard for the evaluation of automatic segmentation algorithms: Quantification of inter observer variability of manual delineation of prostate contour on MRI.
Diagnostic and Interventional Imaging,
August 2023.
Keyword(s): Artificial intelligence Inter-reader variability Magnetic resonance imaging Prostate Segmentation.
[bibtex-entry]
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Benoît Audelan,
Dimitri Hamzaoui,
Sarah Montagne,
Raphaële Renard-Penna,
and Hervé Delingette.
Robust Bayesian fusion of continuous segmentation maps.
Medical Image Analysis,
78:102398,
May 2022.
Keyword(s): Image segmentation,
Data fusion,
Consensus,
Mixture.
[bibtex-entry]
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Dimitri Hamzaoui,
Sarah Montagne,
Benjamin Granger,
Alexandre Allera,
Malek Ezziane,
Anna Luzurier,
Raphaëlle Quint,
Mehdi Kalai,
Nicholas Ayache,
Hervé Delingette,
and Raphaële Renard-Penna.
Correction to: Prostate Volume Prediction on MRI: Tools, Accuracy and Variability.
European Radiology,
32(7):5035-5035,
2022.
Note: Correction about the name of the author Raphaële Renard-Penna.
[bibtex-entry]
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Dimitri Hamzaoui,
Sarah Montagne,
Benjamin Granger,
Alexandre Allera,
Malek Ezziane,
Anna Luzurier,
Raphaële Quint,
Mehdi Kalai,
Nicholas Ayache,
Hervé Delingette,
and Raphaele Renard-Penna.
Prostate volume prediction on MRI: tools, accuracy and variability.
European Radiology,
February 2022.
Note: The original publication is available at www.springerlink.com: https://link.springer.com/article/10.1007/s00330-022-08554-4.
Keyword(s): Prostate,
Magnetic Resonance Imaging,
Volume,
PSA density,
Segmentation.
[bibtex-entry]
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Dimitri Hamzaoui,
Sarah Montagne,
Raphaele Renard-Penna,
Nicholas Ayache,
and Hervé Delingette.
Automatic Zonal Segmentation of the Prostate from 2D and 3D T2-weighted MRI and Evaluation for Clinical Use.
Journal of Medical Imaging,
9(2):024001,
March 2022.
Keyword(s): Prostate,
Segmentation,
Deep Learning,
Lesion,
Magnetic Resonance Imaging,
Inter-rater Variability.
[bibtex-entry]
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Carine Wu,
Sarah Montagne,
Dimitri Hamzaoui,
Nicholas Ayache,
Hervé Delingette,
and Raphaële Renard-Penna.
Automatic segmentation of prostate zonal anatomy on MRI: a systematic review of the literature.
Insights into Imaging,
13(1):202,
December 2022.
Keyword(s): Artificial intelligence,
Deep learning,
Magnetic resonance imaging,
Prostate cancer.
[bibtex-entry]
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Sarah Montagne,
Dimitri Hamzaoui,
Alexandre Allera,
Malek Ezziane,
Anna Luzurier,
Raphaële Quint,
Mehdi Kalai,
Nicholas Ayache,
Hervé Delingette,
and Raphaele Renard Penna.
Challenge of prostate MRI segmentation on T2-weighted images: inter-observer variability and impact of prostate morphology.
Insights into Imaging,
12(1),
June 2021.
Keyword(s): Prostate,
MRI,
Segmentation,
Zones,
Atlas.
[bibtex-entry]
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Dimitri Hamzaoui,
Sarah Montagne,
Raphaele Renard-Penna,
Nicholas Ayache,
and Hervé Delingette.
MOrphologically-aware Jaccard-based ITerative Optimization (MOJITO) for Consensus Segmentation.
In MICCAI Workshop UNSURE 2022: Uncertainty for Safe Utilization of Machine Learning in Medical Imaging,
Singapore, Singapore,
September 2022.
Keyword(s): Consensus Algorithm,
Segmentation 2D et 3D,
Jaccard distance,
STAPLE.
[bibtex-entry]
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Benoît Audelan,
Dimitri Hamzaoui,
Sarah Montagne,
Raphaële Renard-Penna,
and Hervé Delingette.
Robust Fusion of Probability Maps.
In MICCAI 2020 - 23rd International Conference on Medical Image Computing and Computer Assisted Intervention,
Lima/ Virtuel, Peru,
October 2020.
[bibtex-entry]
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Dimitri Hamzaoui,
Sarah Montagne,
Pierre Mozer,
Raphaële Renard-Penna,
and Hervé Delingette.
Segmentation automatique de la prostate à l'aide d'un réseau de neurones profond.
In Congrès Francais d'Urologie,
Paris, France,
pages 696-697,
November 2020.
[bibtex-entry]
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