Journal articles
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- titre
- Force classification during robotic interventions through simulation-trained neural networks
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- Andrea Mendizabal, Raphael Sznitman, Stéphane Cotin
- article
- International Journal of Computer Assisted Radiology and Surgery, 2019, 14, pp.1601-1610. ⟨10.1007/s11548-019-02048-3⟩
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- Intravitreal injection is among the most frequent treatment strategies for chronic ophthalmic diseas .....
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- titre
- Simulation of hyperelastic materials in real-time using deep learning
- auteur
- Andrea Mendizabal, Pablo Márquez-Neila, Stéphane Cotin
- article
- Medical Image Analysis, 2019, 59, pp.101569. ⟨10.1016/j.media.2019.101569⟩
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- The finite element method (FEM) is among the most commonly used numerical methods for solving engine .....
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Conference papers
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- titre
- Physics-based Deep Neural Network for Augmented Reality during Liver Surgery
- auteur
- Jean-Nicolas Brunet, Andrea Mendizabal, Antoine Petit, Nicolas Golse, Eric Vibert, Stéphane Cotin
- article
- MICCAI 2019 - 22nd International Conference on Medical Image Computing and Computer Assisted Intervention, Oct 2019, Shenzhen, China. pp.8, ⟨10.1007/978-3-030-32254-0_16⟩
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- In this paper we present an approach combining a finite element method and a deep neural network to .....
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- titre
- Physics-based Deep Neural Network for Real-Time Lesion Tracking in Ultrasound-guided Breast Biopsy
- auteur
- Andrea Mendizabal, Eleonora Tagliabue, Jean-Nicolas Brunet, Diego Dall'Alba, Paolo Fiorini, Stéphane Cotin
- article
- Computational Biomechanics for Medicine XIV, Oct 2019, Shenzhen, China
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- In the context of ultrasound (US) guided breast biopsy, image fusion techniques can be employed to t .....
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- titre
- A Combined Simulation & Machine Learning Approach for Image-based Force Classification during Robotized Intravitreal Injections
- auteur
- Andrea Mendizabal, Tatiana Fountoukidou, Jan Hermann, Raphael Sznitman, Stéphane Cotin
- article
- Medical Image Computing and Computer Assisted Interventions Conference, Sep 2018, Granada, Spain
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- Intravitreal injection is one of the most common treatment strategies for chronic ophthalmic disease .....
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- titre
- Face-based Smoothed Finite Element Method for Real-time Simulation of soft tissue
- auteur
- Andrea Mendizabal, Rémi Bessard Duparc, Huu Phuoc Bui, Christoph J Paulus, Igor Peterlik, Stéphane Cotin
- article
- SPIE Medical Imaging, Feb 2017, Orlando, United States
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- In soft tissue surgery, a tumor and other anatomical structures are usually located using the preope .....
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Book sections
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- titre
- Data-driven simulation for augmented surgery
- auteur
- Andrea Mendizabal, Eleonora Tagliabue, Tristan Hoellinger, Jean-Nicolas Brunet, Sergei Nikolaev, Stéphane Cotin
- article
- Bilen Emek Abali; Ivan Giorgio. Developments and Novel Approaches in Biomechanics and Metamaterials, 132, Springer, pp.71-96, 2020, Advanced Structured Materials, 978-3-030-50464-9. ⟨10.1007/978-3-030-50464-9_5⟩
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- To build an augmented view of an organ during surgery, it is essential to have a biomechanical model .....
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Theses
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- titre
- Machine Learning meets real-time Numerical Simulation - Application to surgical training, preoperative planning and surgical assistance
- auteur
- Andrea Mendizabal
- article
- Biomechanics [physics.med-ph]. Université de Strasbourg, 2020. English. ⟨NNT : 2020STRAD034⟩
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- Many engineering applications require accurate numerical simulations of non-linear structures in rea .....
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