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Equipe Image, Modélisation, Analyse, GEométrie, Synthèse collection
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Latest publications
Mateus Riva, Pietro Gori, Florian Yger, Isabelle Bloch. IS THE U-NET DIRECTIONAL-RELATIONSHIP AWARE?. International Conference on Image Processing, Oct 2022, Bordeaux, France. ⟨hal-03715361⟩
Emanuele Dalsasso, Loïc Denis, Max Muzeau, Florence Tupin. Self-supervised training strategies for SAR image despeckling with deep neural networks. 14th European Conference on Synthetic Aperture Radar (EUSAR), Jul 2022, Leipzig, Germany. ⟨hal-03589245v2⟩
Nicolas Nadisic, Nicolas Gillis, Christophe Kervazo. Smoothed Separable Nonnegative Matrix Factorization. 2022. ⟨hal-03701535⟩
Christophe Kervazo, Saïd Ladjal. Extraction des positions continues des cibles dans les signaux RSO. 2022. ⟨hal-03702123⟩
Chi-Hieu Pham, Saïd Ladjal, Alasdair Newson. PCA-AE: Principal Component Analysis Autoencoder for Organising the Latent Space of Generative Networks. Journal of Mathematical Imaging and Vision, Springer Verlag, 2022, 64 (5), pp.569-585. ⟨10.1007/s10851-022-01077-z⟩. ⟨hal-03713275⟩
Matthis Maillard, Anton François, Joan Glaunès, Isabelle Bloch, Pietro Gori. A Deep Residual Learning Implementation of Metamorphosis. IEEE ISBI 2022, Mar 2022, Kolkata, India. ⟨hal-03552709⟩
Rebeca Vétil, Alexandre Bône, Marie-Pierre Vullierme, Marc-Michel Rohé, Pietro Gori, et al.. Improving The Automatic Segmentation Of Elongated Organs Using Geometrical Priors. IEEE International Symposium on Biomedical Imaging (ISBI 2022 ), Mar 2022, Kolkata, India. ⟨hal-03628860⟩
Emanuele Dalsasso. Deep learning for SAR imagery : from denoising to scene understanding. Artificial Intelligence [cs.AI]. Institut Polytechnique de Paris, 2022. English. ⟨NNT : 2022IPPAT008⟩. ⟨tel-03666646⟩
Arthur Ouaknine. Deep learning for radar data exploitation of autonomous vehicle. Computer Vision and Pattern Recognition [cs.CV]. Institut Polytechnique de Paris, 2022. English. ⟨NNT : 2022IPPAT007⟩. ⟨tel-03606384⟩
Charles-Alban A Deledalle, Loïc Denis, Florence Tupin. Speckle reduction in matrix-log domain for synthetic aperture radar imaging. Journal of Mathematical Imaging and Vision, Springer Verlag, 2022, 64, pp.298-320. ⟨10.1007/s10851-022-01067-1⟩. ⟨ujm-03275572⟩
Robin Kips, Panagiotis-Alexandros Bokaris, Matthieu Perrot, Pietro Gori, Isabelle Bloch. Hair Color Digitization through Imaging and Deep Inverse Graphics. Electronic Imaging (EI), Jan 2022, Virtual, France. ⟨hal-03561209⟩
Nicolas Gasnier. Use of multi-temporal and multi-sensor data for continental water body extraction in the context of the SWOT mission. Image Processing [eess.IV]. Institut Polytechnique de Paris, 2022. English. ⟨NNT : 2022IPPAT002⟩. ⟨tel-03578831⟩
Emanuele Dalsasso, Loïc Denis, Florence Tupin. As if by magic: self-supervised training of deep despeckling networks with MERLIN. IEEE Transactions on Geoscience and Remote Sensing, Institute of Electrical and Electronics Engineers, 2022, 60. ⟨ujm-03270455v2⟩
Benoit Dufumier, Pietro Gori, Julie Victor, Antoine Grigis, Edouard Duchesnay. Conditional Alignment and Uniformity for Contrastive Learning with Continuous Proxy Labels. Med-NeurIPS - Workshop NeurIPS, Dec 2021, Vancouver, Canada. ⟨hal-03523114⟩
Arthur Ouaknine, Alasdair Newson, Patrick Pérez, Florence Tupin, Julien Rebut. Multi-View Radar Semantic Segmentation. International Conference on Computer Vision (ICCV) 2021, Oct 2021, Montreal (virtual), Canada. ⟨hal-03324900⟩
Benoit Dufumier, Pietro Gori, Julie Victor, Antoine Grigis, Michel Wessa, et al.. Contrastive Learning with Continuous Proxy Meta-Data for 3D MRI Classification. MICCAI, Sep 2021, Strasbourg (virtuel), France. ⟨hal-03262256⟩
Robin Louiset, Pietro Gori, Benoit Dufumier, Josselin Houenou, Antoine Grigis, et al.. UCSL : A Machine Learning Expectation-Maximization framework for Unsupervised Clustering driven by Supervised Learning. ECML/PKDD, Sep 2021, Bilbao, Spain. ⟨hal-03277176⟩
Anton François, Pietro Gori, Joan Glaunès. Metamorphic image registration using a semi-Lagrangian scheme. GSI2021 - Geometric Science of Information, Jul 2021, Paris, France. ⟨hal-03225754⟩
Loïc Denis, Emanuele Dalsasso, Florence Tupin. A review of deep-learning techniques for SAR image restoration. IGARSS 2021, Jul 2021, Bruxelles (virtual), Belgium. ⟨ujm-03123042⟩
Alban Gauthier, Jean-Marc Thiery, Tamy Boubekeur. MatMorpher: A Morphing Operator for SVBRDFs. Eurographics Symposium on Rendering, Jun 2021, Saarbrücken, France. ⟨hal-03356509⟩
Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch, Yann Gousseau. Weakly supervised change detection using guided anisotropic diffusion. Machine Learning, Springer Verlag, 2021, ⟨10.1007/s10994-021-06008-4⟩. ⟨hal-03575397⟩
Raphaël Achddou, J. Matias Di Martino, Guillermo Sapiro. Nested Learning for Multi-Level Classification. ICASSP, Jun 2021, Toronto (virtuel), Canada. ⟨hal-03177336⟩
Vincent Couteaux. Apprentissage profond pour la segmentation et la détection automatique en imagerie multi-modale : application à l'oncologie hépatique. Imagerie médicale. Institut Polytechnique de Paris, 2021. Français. ⟨NNT : 2021IPPAT009⟩. ⟨tel-03286740⟩
Raphaël Achddou, Yann Gousseau, Saïd Ladjal. Synthetic images as a regularity prior for image restoration neural networks. Eighth International Conference on Scale Space and Variational Methods in Computer Vision (SSVM)., May 2021, Cabourg (virtuel), France. ⟨hal-03186499⟩
Antoine Pirovano. Computer-aided diagnosis methods for cervical cancer screening on liquid-based Pap smears using convolutional neural networks : design, optimization and interpretability. Artificial Intelligence [cs.AI]. Institut Polytechnique de Paris, 2021. English. ⟨NNT : 2021IPPAT011⟩. ⟨tel-03335365⟩
Giammarco La Barbera, Pietro Gori, Haithem Boussaid, Bruno Belucci, Alessandro Delmonte, et al.. Automatic size and pose homogenization with Spatial Transformer Network to improve and accelerate pediatric segmentation. ISBI 2021 - IEEE International Symposium on Biomedical Imaging, Apr 2021, Nice, France. pp.1773-1776, ⟨10.1109/ISBI48211.2021.9434090⟩. ⟨hal-03131980⟩
Nicolas Gonthier. Transfer learning of convolutional neural networks for texture synthesis and visual recognition in artistic images. Computer Vision and Pattern Recognition [cs.CV]. Université Paris-Saclay, 2021. English. ⟨NNT : 2021UPASG024⟩. ⟨tel-03227373⟩
Clément Rambour, Loïc Denis, Florence Tupin. 3D Buildings Reconstruction with SAR Tomography Guided by Partial Footprints Information. EUSAR 2021, Mar 2021, VIRTUEL, Germany. ⟨hal-03244795⟩
Nicolas Gasnier, Loïc Denis, Florence Tupin. Generalized Likelihood Ratio Tests for Linear Structure Detection in SAR Images. EUSAR 2021: 13th European Conference on Synthetic Aperture Radar, Mar 2021, Leipzig (virtual), Germany. ⟨hal-03095246⟩
Emanuele Dalsasso, Loïc Denis, Florence Tupin. How to handle spatial correlations in SAR despeckling? Resampling strategies and deep learning approaches. EUSAR 2021: 13th European Conference on Synthetic Aperture Radar, Mar 2021, Leipzig (virtual), Germany. pp.1-6. ⟨hal-02538046v2⟩
