Pierre-Emmanuel LENI

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Pierre-Emmanuel Leni

Maître de Conférences – IUT Nord Franche-Comté
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Physique médicale – Monte-Carlo – Réseaux de neurones – Traitement d’images

Présentation

Développement de modèles dosimétriques en radiothérapie externe. Utilisation combinée des méthodes de Monte-Carlo et des méthodes basées sur les réseaux de neurones artificiels.

 

Publications



31 documents

Articles dans une revue

  • Intuon Lertrusdachakul, Pierre-Emmanuel Leni, Régine Gschwind, Coralie Bertheau. Deep learning for genera-level bark beetle taxonomic classification. Forest Ecology and Management, 2025, 598, pp.123190. ⟨10.1016/j.foreco.2025.123190⟩. ⟨hal-05282239⟩
  • A. Saadi, A. Elanique, R. Gschwind, P.E. Leni, Y. Aguezzoumen, et al.. Neutron source strength of Clinac 2100C, Elekta Versa HD, & Varian TrueBeam: An experimental and Monte Carlo Study. Radiation Physics and Chemistry, 2025, 238, pp.113167. ⟨10.1016/j.radphyschem.2025.113167⟩. ⟨hal-05242391⟩
  • Intuon Lertrusdachakul, Valentin Lagedamon, Pierre-Emmanuel Leni, Régine Gschwind. Novel EBT3 film calibration using an integrated HSV color space analysis. Physica Medica European Journal of Medical Physics, 2024, 126, pp.104830. ⟨10.1016/j.ejmp.2024.104830⟩. ⟨hal-04717505⟩
  • V. Lagedamon, P.-E. Leni, R. Gschwind. Deep learning applied to dose prediction in external radiation therapy: A narrative review. Cancer/Radiothérapie, 2024, 28 (4), pp.402-414. ⟨10.1016/j.canrad.2024.03.005⟩. ⟨hal-04709815⟩
  • Pierre-Emmanuel Leni, Rémy Laurent, Michel Salomon, Régine Gschwind, Libor Makovicka, et al.. Development of a 4D numerical chest phantom with customizable breathing. Physica Medica European Journal of Medical Physics, 2016, 32 (6), pp.795 - 800. ⟨10.1016/j.ejmp.2016.05.004⟩. ⟨hal-02131140⟩
  • P.E. Leni, Yohan Fougerolle, Frederic Truchetet. Progressive transmission of secured images with authentication using decompositions into monovariate functions. Journal of Electronic Imaging, 2014, 23 (3), pp.033006. ⟨10.1117/1.JEI.23.3.033006⟩. ⟨hal-01002330⟩
  • Julien Henriet, Pierre-Emmanuel Leni, Remy Laurent, Michel Salomon. Case-Based Reasoning adaptation of numerical representations of human organs by interpolation. Expert Systems with Applications, 2014, 41: 260-266, pp.doi: 10.1016-j.eswa.2013.05.064. ⟨10.1016/j.eswa.2013.05.064⟩. ⟨hal-00827510⟩
  • Julien Henriet, Pascal Chatonnay, Pierre-Emmanuel Leni. An iterative precision vector to optimise the CBR adaptation of EquiVox. Engineering Applications of Artificial Intelligence, 2014, EAAI2146 (35), pp.158-163. ⟨10.1016/j.engappai.2014.06.017⟩. ⟨hal-01011064⟩
  • Julien Henriet, Pierre-Emmanuel Leni, Rémy Laurent, Michel Salomon. Case-Based Reasoning adaptation of numerical representations of human organs by interpolation. Expert Systems with Applications, 2014, 41, pp.260--266. ⟨hal-00967441⟩
  • Pierre-Emmanuel Leni, Yohan Fougerolle, Frederic Truchetet. Kolmogorov superposition theorem for image compression. IET Image Processing, 2012, 6 (8), pp.1114 - 1123. ⟨10.1049/iet-ipr.2011.0459⟩. ⟨hal-00763997⟩
  • Pierre-Emmanuel Leni, Yohan Fougerolle, Frederic Truchetet. A new Adaptive and Progressive Image Transmission Approach using Function Superpositions. Optical Engineering, 2010, 49 (09), pp.097001. ⟨10.1117/1.3485757⟩. ⟨hal-00589870⟩

Communications dans un congrès

  • Pierre-Emmanuel Leni, R Gschwind, L. Makovicka. Application des réseaux de neurones à la planification de traitement en radiothérapie externe. Journées scientifiques SFRP-Codes de calcul en radioprotection, radiophysique et dosimétrie, Feb 2018, Sochaux, France. ⟨hal-03530221⟩
  • L. Makovicka, R. Laurent, P.E. Leni, Julien Henriet, E. Martin, et al.. Use of some artificial intelligence elements in medical dosimetry and in radiation protection. XXXIV. Days of Radiation Protection / Dny radiacni Ochrany, Nov 2012, Trebon, Czech Republic. p.110 (ISBN: 978-80-01-05140-5), 5-9 nov. ⟨hal-00752299⟩
  • Julien Henriet, Pierre-Emmanuel Leni, Rémy Laurent, Ana Roxin, Brigitte Chebel-Morello, et al.. Adapting numerical representations of lung contours using Case-Based Reasoning and Artificial Neural Networks. ICCBR 2012, 20th International Conference on Case-Based Reasoning, Sep 2012, Lyon, France. pp.137 - 151, ⟨10.1007/978-3-642-32986-9_12⟩. ⟨hal-00935864⟩
  • Frederic Truchetet, Pierre-Emmanuel Leni, Yohan Fougerolle. New Representations for Multidimensional Functions Based on Kolmogorov Superposition Theorem. Applications on Image Processing. OSAV'12, 3rd International Topical Meeting on Optical Sensing and Artificial Vision, May 2012, Saint Petersburg, Russia. ⟨hal-00811794⟩
  • Pierre-Emmanuel Leni, Yohan Fougerolle, Frederic Truchetet. An Algorithm for a Progressive Acquisition Image Sensor. QCAV 2011, Jul 2011, St Etienne, France. pp.1, ⟨10.1117/12.890904⟩. ⟨hal-00811967⟩
  • Pierre-Emmanuel Leni, Yohan Fougerolle, Frederic Truchetet. The Kolmogorov superposition theorem and its application to image processing. EUVIP 2010, Jul 2010, Paris, France. pp.1. ⟨hal-00811970⟩
  • Pierre-Emmanuel Leni, Yohan Fougerolle, Frederic Truchetet. Kolmogorov Superposition Theorem and Wavelets for image compression. Wavelet Applications in Industrial Processing VII, Jan 2010, San Jose, United States. pp.753502-753510, ⟨10.1117/12.838874⟩. ⟨hal-00634085⟩
  • Pierre-Emmanuel Leni, Yohan Fougerolle, Frederic Truchetet. Kolmogorov Superposition Theorem and Wavelet Decomposition for Image Compression. Advanced Concepts for Intelligent Vision Systems, Sep 2009, Bordeaux, France. pp.43-53. ⟨hal-00634071⟩
  • Pierre-Emmanuel Leni, Yohan Fougerolle, Frederic Truchetet. A novel approach for image sweeping functions using approximating scheme. Quality Control by Artificial Vision, May 2009, Wels, Austria. pp.0-0. ⟨hal-00634089⟩
  • Pierre-Emmanuel Leni, Yohan Fougerolle, Frederic Truchetet. Kolmogorov Superposition Theorem and its application to wavelet image decompositions. Electronic Imaging - Wavelet Applications in Industrial Processing VI, Jan 2009, San Jose, United States. pp.724804-724804-12, ⟨10.1117/12.805916⟩. ⟨hal-00634080⟩
  • Pierre-Emmanuel Leni, Yohan Fougerolle, Frederic Truchetet. Kolmogorov Superposition Theorem and its application to multivariate function decompositions and image representation. IEEE conference on Signal-Image Technology & Internet-Based System, Nov 2008, Bali, Indonesia. pp.344-351. ⟨hal-00634095⟩

Poster de conférence

  • Pierre-Emmanuel Leni, R Gschwind, L. Makovicka, Intuon Lertrusdachakul. Computing IMRT dose distributions with artificial intelligence. ICCR, Jun 2019, Montréal, Canada. ⟨hal-03530214⟩
  • V. Lagedamon, R. Gschwind, Pierre-Emmanuel Leni, O. Bleuse, Y. Bailly, et al.. Dosimetric characteristics of VIPAR polymer gel for photon, electron and proton beams. SFPM, Jun 2019, Angers, France. 68, pp.38-39, ⟨10.1016/j.ejmp.2019.09.143⟩. ⟨hal-03530194⟩
  • E. Dimitriadi, Pierre-Emmanuel Leni, R. Gschwind, C. Grosperrin, A. Vasseur. Dosimetric study of the couch top influence in VMAT. SFPM, Jun 2018, Toulouse, France. 56, pp.48-49, 2018, ⟨10.1016/j.ejmp.2018.09.100⟩. ⟨hal-03530206⟩
  • Pierre-Emmanuel Leni, R. Gschwind, L. Makovicka. Fast and accurate 3D dose distribution computations using artificial neural networks. MCMA, Oct 2017, Naples, Italy. 42, pp.28, 2017, ⟨10.1016/j.ejmp.2017.09.070⟩. ⟨hal-03530202⟩
  • Pierre-Emmanuel Leni, R. Gschwind, L. Makovicka. New software solution for TPS quality control. SFPM, Jun 2016, Nancy, France. 32, pp.375-376, 2016, ⟨10.1016/j.ejmp.2016.11.032⟩. ⟨hal-03530210⟩

Ouvrages (y compris édition critique et traduction)


Chapitres d'ouvrage

  • Pierre-Emmanuel Leni, Yohan Fougerolle, Frederic Truchetet. The Kolmogorov spline network for authentication data embedding in images. B. Igelnik, J.M. Zurada. Efficiency and scalability methods for computational intellect, IG Global, pp. 96-114, 2013, Information Science Reference, 978-1-4666-3942-3. ⟨10.4018/978-1-4666-3942-3.ch005⟩. ⟨hal-00820102⟩
  • Pierre-Emmanuel Leni, Yohan Fougerolle, Frederic Truchetet. The Kolmogorov Spline Network for Image Processing. B. Igelnik. Computational Modeling and Simulation of Intellect: Current State and Future Perspectives, IGI Global, pp.25-51, 2011, ⟨10.4018/978-1-60960-551-3⟩. ⟨hal-00589887⟩

Thèses

  • Pierre-Emmanuel Leni. Nouvelles méthodes de traitement de signaux multidimensionnels par décomposition suivant le théorème de Superposition de Kolmogorov. Autre. Université de Bourgogne, 2010. Français. ⟨NNT : 2010DIJOS034⟩. ⟨tel-00581756v2⟩

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