Current position

Post-Doc

Ph.D

Thesis:

In collabortion with

Coordinates

Resumé:

Publications

• Forensics ∕ Anthropology
  
  

Anthropological Facial Approximation in Three Dimensions (AFA3D): Computer-Assisted Estimation of the Facial Morphology Using Geometric Morphometrics Journal of Forensic Sciences, 2014 [bibtex] P. Guyomarc'h, B. Dutailly, J. Charton, F. Santos, P. Desbarats, H. Coqueugniot Links:   Publication   Journal of Forensic Sciences   TIVMI-AF3D


@article{GUYOMARCH-AFA3D-2014, author = {Guyomarc'h, P. and Dutailly, B. and Charton, J. and Santos, F. and Desbarats, P. and Coqueugniot, H.}, title = {Anthropological Facial Approximation in Three Dimensions (AFA3D): Computer-Assisted Estimation of the Facial Morphology Using Geometric Morphometrics}, journal = {Journal of Forensic Sciences}, volume = {59}, number = {6}, issn = {1556-4029}, url = {http://dx.doi.org/10.1111/1556-4029.12547}, doi = {10.1111/1556-4029.12547}, pages = {1502--1516}, keywords = {forensic science, facial reconstruction, facial reproduction, soft tissue depth, TIVMI, computed tomography}, year = {2014} }





Statistical facial approximation in 3D with TIVMI using geometric morphometrics International Association of Forensic Sciences (IAFS), 12-17 September 2011, Funchal, Madeira Portugal, 2011 [bibtex] P. Guyomarc'h; J. Martin; J. Charton; F. Santos; B. Dutailly Links:   Poster   IAFS-2011


@conference{GUYOMARCH-AFA3D-2011, author = {Guyomarc'h, P. and Martin, J. and Charton, J. and Santos, F. and Dutailly, B.}, title = {Anthropological Facial Approximation in Three Dimensions (AFA3D)}, booktitle = {International Association of Forensic Sciences (IAFS)}, issue_date= {12-17 September 2011}, year = {2011}, month = {September}, address = {Portugal, Funchal, Madeia}, year = {2011} }




• Geometric Properties
  
  

ZerNet: Convolutional Neural Networks on Arbitrary Surfaces Via Zernike Local Tangent Space Estimation Computer Graphics Forum 39(6):204–216, 2020 [bibtex] Zhiyu Sun, Ethan Rooke, Jerome Charton, Yusen He, Jia Lu, Stephen Baek Links:   Article   DOI


@article{Sun2020ZerNet, title = {ZerNet: Convolutional Neural Networks on Arbitrary Surfaces Via Zernike Local Tangent Space Estimation}, author = {Sun, Zhiyu and Rooke, Ethan and Charton, Jerome and He, Yusen and Lu, Jia and Baek, Stephen}, journal = {Computer Graphics Forum}, year = {2020}, volume = {39}, number = {6}, pages = {204--216}, doi = {10.1111/cgf.14012} }





Sinefitting: robust curvature estimation on surface triangulation IADIS International Computer Graphics, Visualization, Computer Vision and Image Processing (CGVCVIP), 2013 [bibtex] J. Charton; S. Gueorguieva; P. Desbarats Links:   Article   Slides   Proof   CGVCVIP-2013   Publication


@inproceedings{CHARTON-CGVCVIP-2013, author = {Jérôme Charton, Stefka Gueorguieva, Pascal Desbarats}, title = {Sinefitting: robust curvature estimation on surface triangulation}, booktitle = {CGVCVIP 2013 - IADIS International Conference Computer Graphics, Visualization, Computer Vision and Image Processing 2013}, issue_date= {22-24 July 2013}, year = {2013}, month = {July}, address = {Praha, Czech Republic}, pages = {43--50}, numpages = {8}, keywords = {Triangular meshes, generalized curvature estimation, surface fitting, curvature measures}, abstract = {A novel algorithm for robust curvature estimation based on sinusoidal curve fitting is proposed. The evaluation of this algorithm is presented on analytical surface triangulations by comparing it with other recognized fitting methods according to three criteria: convergence, precision and robustness. By experimenting on various data, we show that the Sinefitting algorithm is less affected by errors in vertex normal estimation.} }





Courbures discrètes : outils d'évaluation de formes saillantes sur les maillages Association Française d'Informatique Graphique (AFIG), 2012 [bibtex] J. Charton; S. Gueorguieva; P. Desbarats Links:   Article   Slides   AFIG-2012


@inproceedings{CHARTON-AFIG-2012, author = {Jerome Charton, Stefka Gueorguieva, Pascal Desbarats}, title = {Courbures discrètes : outils d'évaluation de formes saillantes sur des maillages.}, booktitle = {Actes des 25ème journées de l'Associastion Française d'Informatique Graphique Calais}, issue_date = {21-23 November 2012}, year = {2012}, month = {November}, pages = {69--83}, numpages = {15}, address = {Calais, France}, keywords = {modélisation géométrique, géométrie différentielle, courbure moyenne, courbure de Gauss, maillages, descripteurs de surface}, }




• Hardware AI
  
  

Enhancing gaze estimation accuracy in wearable eye-tracking devices using neural networks Neural Computing and Applications, 2025 [bibtex] Jerome Charton, Tianpeng Zhang, Na Li, Quanzheng Li Links:   Article   DOI


@article{Charton2025NCA, title = {Enhancing gaze estimation accuracy in wearable eye-tracking devices using neural networks}, volume = {37}, ISSN = {1433-3058}, url = {http://dx.doi.org/10.1007/s00521-025-11334-y}, DOI = {10.1007/s00521-025-11334-y}, number = {21}, journal = {Neural Computing and Applications}, publisher = {Springer Science and Business Media LLC}, author = {Charton, Jerome and Zhang, Tianpeng and Li, Na and Li, Quanzheng}, year = {2025}, month = jun, pages = {16703–16714} }





APP-RUSS: Automated Path Planning for Robotic Ultrasound System IEEE International Symposium on Biomedical Imaging (ISBI), Athens, Greece, 2024 [bibtex] Dengliang Liu, Jerome Charton, Xiang Li, Quanzheng Li Links:   Article   arXiv   ISBI 2024


@inproceedings{Liu2024APPRUSS, title = {APP-RUSS: Automated Path Planning for Robotic Ultrasound System}, author = {Liu, Dengliang and Charton, Jerome and Li, Xiang and Li, Quanzheng}, booktitle = {Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI)}, year = {2024}, address = {Athens, Greece}, url = {https://arxiv.org/abs/2310.14297} }





Autonomous Robotic Ultrasound System for Liver Follow-up Diagnosis: Pilot Phantom Study arXiv preprint, 2024 [bibtex] Tianpeng Zhang*, Sekeun Kim*, Jerome Charton*, Haitong Ma, Kyungsang Kim, Na Li, Quanzheng Li Links:   Article   arXiv   PDF


@misc{zsc024autonomousroboticultrasoundliver, title={Autonomous Robotic Ultrasound System for Liver Follow-up Diagnosis: Pilot Phantom Study}, author={Tianpeng Zhang* and Sekeun Kim* and Jerome Charton* and Haitong Ma and Kyungsang Kim and Na Li and Quanzheng Li}, year={2024}, eprint={2405.05787}, archivePrefix={arXiv}, primaryClass={cs.RO}, url={https://arxiv.org/abs/2405.05787}, }




• Medical AI ∕ Imaging
  
  

RegScore: Scoring Systems for Regression Tasks Medical Image Computing and Computer Assisted Intervention (MICCAI) LNCS 15973, pp. 518–528, 2025 [bibtex] Michal K. Grzeszczyk; Tomasz Szczepański; Pawel Renc; Siyeop Yoon; Jerome Charton; Tomasz Trzciński; Arkadiusz Sitek Links:   Article   Article   MICCAI page   Code


@InProceedings{GrzMic_RegScore_MICCAI2025, author = {Grzeszczyk, Michal K. AND Szczepański, Tomasz AND Renc, Pawel AND Yoon, Siyeop AND Charton, Jerome AND Trzciński, Tomasz AND Sitek, Arkadiusz}, title = { { RegScore: Scoring Systems for Regression Tasks } }, booktitle = {proceedings of Medical Image Computing and Computer Assisted Intervention -- MICCAI 2025}, year = {2025}, publisher = {Springer Nature Switzerland}, volume = {LNCS 15973}, month = {September}, page = {518 -- 528} }





Non-invasive mean Pulmonary Artery Pressure Prediction using Multi-Modal Feature Fusion of Chest X-ray and ECG MIRASOL Workshop @ MICCAI, 2025 [bibtex] Siyeop Yoon*, Jerome Charton*, Michal Grzeszczyk, Arkadiusz Sitek, Hui Ren, Quangzheng Li, and Kei Nakata† Links:   Article


@inproceedings{YoonCharton2025MICCAI, title = {Non-invasive mean Pulmonary Artery Pressure Prediction using Multi-Modal Feature Fusion of Chest X-ray and ECG}, author = {Yoon*, Siyeop and Charton*, Jerome and Grzeszczyk, Michal and Sitek, Arkadiusz and Ren, Hui and Li, Quangzheng and Nakata, Kei}, booktitle = {Medical Image Computing and Computer Assisted Intervention (MICCAI)}, year = {2025}, note = {to appear} }





Assessment of valve regurgitation severity via contrastive learning and multi-view video integration Physics in Medicine & Biology 69(4):045020, 2024 [bibtex] Sekeun Kim, Hui Ren, Jerome Charton, Jiang Hu, Carola A Maraboto Gonzalez, Jay Khambhati, Justin Cheng, Jeena DeFrancesco, Anam A Waheed, Sylwia Marciniak, Filipe Moura, Rhanderson N Cardoso, Bruno B Lima, Suzannah McKinney, Michael H Picard, Xiang Li, Quanzheng Links:   Article   DOI


@article{Kim2024, title = {Assessment of valve regurgitation severity via contrastive learning and multi-view video integration}, volume = {69}, ISSN = {1361-6560}, url = {http://dx.doi.org/10.1088/1361-6560/ad22a4}, DOI = {10.1088/1361-6560/ad22a4}, number = {4}, journal = {Physics in Medicine & Biology}, publisher = {IOP Publishing}, author = {Kim, Sekeun and Ren, Hui and Charton, Jerome and Hu, Jiang and Maraboto Gonzalez, Carola A and Khambhati, Jay and Cheng, Justin and DeFrancesco, Jeena and Waheed, Anam A and Marciniak, Sylwia and Moura, Filipe and Cardoso, Rhanderson N and Lima, Bruno B and McKinney, Suzannah and Picard, Michael H and Li, Xiang and Li, Quanzheng}, year = {2024}, month = feb, pages = {045020} }





Multi-task Learning for Hierarchically-Structured Images: Study on Echocardiogram View Classification ASMUS Workshop @ MICCAI, 2023 [bibtex] Jerome Charton, Hui Ren, Sekeun Kim, Carola Maraboto Gonzalez, Jay Khambhati, Justin Cheng, Jeena DeFrancesco, Anam Waheed, Sylwia Marciniak, Filipe Moura, Rhanderson Cardoso, Bruno Lima, Michael Picard, Xiang Li, Quanzheng Links:   Article   Publication


@inbook{Charton2023, title = {Multi-task Learning for Hierarchically-Structured Images: Study on Echocardiogram View Classification}, ISBN = {9783031445217}, ISSN = {1611-3349}, url = {http://dx.doi.org/10.1007/978-3-031-44521-7_18}, DOI = {10.1007/978-3-031-44521-7_18}, booktitle = {Simplifying Medical Ultrasound}, publisher = {Springer Nature Switzerland}, author = {Charton, Jerome and Ren, Hui and Kim, Sekeun and Gonzalez, Carola Maraboto and Khambhati, Jay and Cheng, Justin and DeFrancesco, Jeena and Waheed, Anam and Marciniak, Sylwia and Moura, Filipe and Cardoso, Rhanderson and Lima, Bruno and Picard, Michael and Li, Xiang and Li, Quanzheng}, year = {2023}, pages = {185–194} }





View Classification of Color Doppler Echocardiography via Automatic Alignment Between Doppler and B-Mode Imaging ASMUS Workshop @ MICCAI, 2022 [bibtex] Jerome Charton, Hui Ren, Jay Khambhati, Jeena DeFrancesco, Justin Cheng, Anam A. Waheed, Sylwia Marciniak, Filipe Moura, Rhanderson Cardoso, Bruno B. Lima, Erik Steen, Eigil Samset, Michael H. Picard, Xiang Li, Quanzheng Links:   Article   Publication


@inbook{Charton2022, title = {View Classification of Color Doppler Echocardiography via Automatic Alignment Between Doppler and B-Mode Imaging}, ISBN = {9783031169021}, ISSN = {1611-3349}, url = {http://dx.doi.org/10.1007/978-3-031-16902-1_7}, DOI = {10.1007/978-3-031-16902-1_7}, booktitle = {Simplifying Medical Ultrasound}, publisher = {Springer International Publishing}, author = {Charton, Jerome and Ren, Hui and Khambhati, Jay and DeFrancesco, Jeena and Cheng, Justin and Waheed, Anam A. and Marciniak, Sylwia and Moura, Filipe and Cardoso, Rhanderson and Lima, Bruno B. and Steen, Erik and Samset, Eigil and Picard, Michael H. and Li, Xiang and Li, Quanzheng}, year = {2022}, pages = {64–71} }




• Mesh Processing
  
  

Mesh repairing using topology graphs Journal of Computational Design & Engineering 8(1):251–267, 2021 [bibtex] Jerome Charton, Stephen Baek, Youngjun Kim Links:   Article   DOI


@article{Charton2021TopologyGraphs, title = {Mesh repairing using topology graphs}, author = {Charton, Jerome and Baek, Stephen and Kim, Youngjun}, journal = {Journal of Computational Design & Engineering}, year = {2021}, volume = {8}, number = {1}, pages = {251--267}, doi = {10.1093/jcde/qwaa076} }





Boolean operations by a robust, exact, and simple method between two colliding shells Presented at: Asian Conference Design and Digital Engineering (ACDDE), 2016 [bibtex] Published in: Journal of Advanced Mechanical Design, Systems, and Manufacturing (Special Issue on the 7th ACDDE), 2017 [bibtex] J. Charton; L.H. Kim; Y.J. Kim Links:   Article   Publication   JAMDSM


@CONFERENCE{CHARTON-ACDDE-2016, author = {Charton, J. and Kim, L.H. and Kim, Y.J.}, title = {Boolean operations by a robust, exact, and simple method between two colliding shells}, booktitle = {Asian Conference Design and Digital Engineering}, year = {2016}, address = {Jeju, Korea}, month = {October} }


@ARTICLE{CHARTON-JAMDSM-2017, author = {Charton, J. and Kim, L.H. and Kim, Y.J.}, title = {Boolean operations by a robust, exact, and simple method between two colliding shells}, journal = {Journal of Advanced Mechanical Design, Systems, and Manufacturing, Special Issue on the 7th Asian Conference on Design and Digital Engineering}, year = {2017}, doi = {10.1299/jamdsm.2017jamdsm0041}, note = {Accepted for publication in September 2017}, keywords = {Polygonal mesh, Triangular mesh, Boolean operations} }




• Virtual Surgical Planning
  
  

3D Boolean operations in virtual surgical planning Presented at: International Society for Computer Aided Surgery, Barcelona, Spain, June 2017, June 2017 [bibtex] Published in: International Journal of Computer Assisted Radiology and Surgery, June 2017 [bibtex] J. Charton; M. Laurentjoye; Y.J. Kim Links:   Article   Publication   CARS-2017


@CONFERENCE{CHARTON-ISCAS-2017, author = {Charton, J. and Laurentjoye, M. and Kim, Y.J.}, title = {3D Boolean operations in virtual surgical planning.}, booktitle = {CARS 2017}, year = {2017}, month = {June}, address = {Barcelona, Spain}, keywords = {Virtual surgery planning, Boolean operations, Computer-aided surgery, Computer-aided design}, abstract = {Boolean operations in computer-aided design or computer graphics are a set of operations (e.g. intersection, union, subtraction) between two objects (e.g. a patient model and an implant model) that are important in performing accurate and reproducible virtual surgical planning. This requires accurate and robust techniques that can handle various types of data, such as a surface extracted from volumetric data, synthetic models, and 3D scan data.} }


@ARTICLE{CHARTON-IJCARS-2017, author = {Charton, Jerome and Laurentjoye, Mathieu and Kim, Youngjun}, title = {3D Boolean operations in virtual surgical planning}, journal = {International Journal of Computer Assisted Radiology and Surgery}, year = {2017}, month = {Jul}, day = {12}, abstract = {Boolean operations in computer-aided design or computer graphics are a set of operations (e.g. intersection, union, subtraction) between two objects (e.g. a patient model and an implant model) that are important in performing accurate and reproducible virtual surgical planning. This requires accurate and robust techniques that can handle various types of data, such as a surface extracted from volumetric data, synthetic models, and 3D scan data.}, issn = {1861-6429}, doi = {10.1007/s11548-017-1637-y}, url = {http://dx.doi.org/10.1007/s11548-017-1637-y} }





Ostéotomie mandibulaire orthognathique et positionnement condylien : point et innovation [Orthognathic mandibular osteotomy and condyle positioning: update and innovation] L'Orthodontie Française, 2015 [bibtex] M. Laurentjoye; J. Charton; M.J. Boileau Links:   Publication


@ARTICLE{Laurentjoye2015, doi = {10.1051/orthodfr/2015010}, url = {https://doi.org/10.1051/orthodfr/2015010}, year = {2015}, month = {mar}, publisher = {{EDP} Sciences}, volume = {86}, number = {1}, pages = {73--81}, author = {Mathieu Laurentjoye and Jerome Charton and Marie-Jos{\'{e}} Boileau}, title = {Ost{\'{e}}otomie mandibulaire orthognathique et positionnement condylien : point et innovation}, journal = {L{\textquotesingle}Orthodontie Fran{\c{c}}aise} }





Mandibular surgery planning and 3D printed splint design Presented at: Computer Assisted Radiology and Surgery, June 2014. Publised in: International Journal of Computer Assisted Radiology and Surgery 9 (Suppl 1): S253-S254, 2014 [bibtex] M. Laurentjoye; J. Charton; P. Desbarats; M. Montaudon Links:   Article   CARS-2014   IJCARS


@ARTICLE{LAURENTJOYE-IJCARS-2014, author = {Laurentjoye, M. and Charton, J. and Desbarats, P. and Montaudon, M.}, title = {Mandibular surgery planning and 3D printed splint design.}, booktitle = {CARS 2014 Proceedings}, issue_date= {25-28 June 2014}, year = {2014}, month = {June}, address = {Fukuoka, Japan}, keywords = {Orthognathic Surgery, Surgery Computer-assisted, Mandibular Condyle, Occlusal Splints, 3D Printing}, abstract = {Purpose: Sagittal Split Ramus Osteotomy (SSRO) of the mandible is a very common osteotomy procedure used to correct jaw deformities. A recurrent problem is to maintain the position of the mandibular condyle as SSRO separates the anterior mandible and the condylar process. Alteration of condylar position can lead to malocclusion with a risk of relapse and temporo-mandibular disorders. The quality of the procedure depends on the operators experience. The purpose of this cadaveric and clinical study is to present splint and Condylar Positioning Devices (CPDs) produced using 3D Computed Aided Design/Computed Aided Manufacturing (CAD/CAM) technology. The aim is to keep condyles the closest to their preoperative position with postoperative planned occlusal position using 3D printed splint and CPDs during SSRO. Materials and methods: External surface of 3D CT scan of cranio- facial skeleton was extracted as a 3D mesh. SSRO was planned virtually. On one cadaver, occlusal splint and right and left anatomic maxillo- mandibular plates for condylar positioning were designed and manufactured. For one patient, latero-mandibular plates were fixed on the occlusal splint. A postoperative CT scan was performed after bilateral SSRO. We compared the virtual final position and the real postoperative position of occlusion and condyles. Results: In cadaver and patient, the final occlusion was good and condylar movement was minimal. In anteroposterior plane comparison between planed condyle position and post-operative position show an infra- millimeter precision. Conclusion: This new splint allows to obtain a good precision of the occlusal and condylar movements during SSRO. It is also simple and easy for surgeons who use CPDs. Here are presented first surgical results using the complete processing chain. Future works will focus on the automation of each process.} }





Conception virtuelle de guides imprimés de positionnement osseux pour la chirurgie des dysmorphoses maxillo-mandibulaires Une journée d’échanges sur la recherche et l’innovation dans la santé et les TIC Santé, Bordeaux, France, 2012 [bibtex] J. Charton, M. Laurentjoye Links:   Poster   TIC-SANTÉ


@poster{CHARTON-TIC-SANTE-2012, author = {Charton, J. and Laurentjoye, M.}, title = {Conception virtuelle de guides imprimés de positionnement osseux pour la chirurgie des dysmorphoses maxillo-mandibulaires}, year = {2012}, address = {Bordeaux, France}, keywords = {Correction maxillo-mandibulaires, Impression 3D, Guides chirurgicaux}, }

Productions

Projects

SmithDR (Scientific Multi Imaging Tool Handled by a DAG layeR)

Teaching materials: (University of Bordeaux - France / Pôle Universitaire Français - HCMC - Vietnam)