Miscellaneous

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Miscellaneous

• PhD, ANR AHEAD (with ONERA): AI for hybrid simulation models in computational fluid dynamics
• Post-doc, ANR ASTRAL: physcis and machine learning for SAR imagery
• Phd, ANR Diamelex: uncertainty for deep and active learning
• Post-doc, ANR Deeplomatics: multi-modal object detection and tracking

Associate Editor for Transaction on Machine Learning Research (TMLR) journal
Area Chair for ICLR'23, NeurIPS'22, ICLR'22, NeurIPS'21, ICCV'21, ICLR'21, NeurIPS'20, CVPR'20

• Physcis and machine learning, June 2022
• Frugal learning in medical imaging, February 2022
• Explainable AI, October 2021
• Deep learning theory, June 2021
• Diagnosis & prognosis for COVID-19, January 2021
• Explainable AI, April 2021
• Self-supervised & unsupervised representation learning, June 2020
• Image analysis for COVID-19 patient care, May 2020
• AI initiatives for COVID-19 diagnosis, April 2020
• Deep learning theory, October 2019
• Detection and segmentation, June 2019
• Semi- and weakly-supervised learning, May 2019
• Machine learning for attribute extraction in teledetection, October 2018
• Reasoning and learning for signal and image processing, October 2018
• Knowledge and Semantics for computer vision, April 2018

• [Hybrid dynamical systems], OceaniX AI chair, April 2022
• [Augmented physics], Fall ERE seminar at Stanford University, October 2021
• [Hybrid ML & physics], Imvia Lab scientific lab AI seminar, July 2021
• [Robust deep learning], MICS Lab AI seminar, Centrale Supelec, January 2020
• [Towards certification in deep learning], L2TI Lab scientific days, Villetaneuse, November 2019
• [Partial & semi Supervision], GdR ISIS workshop on weak supervision, Paris, May 2019
• [Beyond Full Supervision], DeepImaging Spring School, PRISMES LABEX, Lyon, April 2019
• [Deep Learning for Climate], AI & Climate Group, Sorbonne Université, Paris, January 2019
• [Missing Annotations for Semantic Segmentation], CFI Workshop, Reykjavik, July 2018
• [Weakly Supervised Learning], CRIStAL Lab, Image axis annual seminar, Lille, July 2018
• [Learning from incomplete annotations], CVPR Medical CV workshop, SLC, June 2018
• [Deep Learning for Healthcare], 1st BSG Congress, Clermont-Ferrand, April 2018
• [Machine Learning with multimodal data], TIM'17 seminar, DGA, Paris, July 2017
• [WSL of Deep Structured Models], LIRIS, Lyon, April 2016
• [Deep Learning for Medical Images], Hacking Health Camp, Strasbourg, March 2016
• [Deep Learning for Visual Recognition], Matlab Expo, Paris, June 2015
• [Representation Learning for Vision], GDRI Web Science, Toulouse, September 2014

• Apprentissage avec étiquettes incomplètes, la méthode scientifique, France Culture, April 2022
• Les avancées de l'apprentissage auto-supervisé, data analytics post, Mai 2021
• GRESTI'19 panel discussion on future of signal processing and AI , Lille, August 2019

78. 30/03/22: D. Lohani, "Unsupervised deep learning of spatio-temporal representations for video."
    (Reviewer), with F. Bremond, T. Chateau, C. Crispim, L. Robinault, L. Tougne.
79. 30/01/22: M. Mezghanni, "Structural and Functional Learning for Industrial Design Automatization."
    (Examiner), with V. Lepetit, F. Lafarge, L. Guibas, M. Ovsjanikov.

76. 09/12/22: H. Frezat, "Apprentissage de la dynamique sous-maille dans des modèles de turbulence idéalisés." (Reviewer), with G. Dubos, L. Zanna, E. Memin, G. Balarac, J. Lesommier, R. Fablet.
77. 02/12/22: R. Paris, "Potential and challenges of reinforcement learning for flow control."
    (President), with G. Rigas, L. Cordier, L. Mathelin, F. Hervy, S. Benddine, J. Dandois.
78. 28/11/22: V. Besnier, "Safety of autonomous systems." (Reviewer), with I. Bloch, V. Fremont,
    F. Guney, S. Ilic, A. Briot, A. Bursuc, A. Histache, D. Picard.
79. 21/11/22: Z. Wu, "Depth attention for scene understanding." (Reviewer), with C. Wolf, D. Picard,
    L. Chen, G. Allibert, C. Stoltz, C. Demonceaux.
80. 17/10/22: R. Sun, "Content combination strategies for Image Classification." (Supervisor),
    with C. Hudelot, F. Precioso, E. Fromont, H. Jégou, C. Achard, M. Cord.
81. 29/09/22: H. Touvron, "Architectures and training for visual understanding." (President),
    with G. Taylor, F. Fleuret, C. Schmid, A. Zisserman, M. Cord, H. Jégou.
82. 29/04/22: E. Evain, "Deep learning motion estimation in ultrasound imaging: application to myocardial deformation quantification." (Reviewer), with C. Petitjean, I. Bloch, M. De Craene, R. Van Sloun, O.Bernard.
83. 25/03/22: U. Aggarwal, "Active and incremental deep learning with class imbalanced data."
    (President), with H. Azzag, I. Kannelos, F. Yger, A. Popescu, C. Hudelot.
84. 23/03/22: J. Navarro, "Semi-supervised learning for large-scale Earth observation data understanding."
    (President), with X. Zhu, D. Tuia, M. Chabert, F. Tobar, A. Boulch, B. Le Saux, S. Lefevre.
85. 16/03/22: C. Corbière, "Robust deep learning for autonomous driving." (Supervisor),
    with G. Taylor, S. Canu, F. d'Alche-Buc, A. Kendall, M. Cord, P. Pérez.
86. 09/03/22: E. Dalsasso, "Deep Learning for SAR imagery: from denoising to scene understanding."
    (Reviewer), with B. Le Saux, A. Almansa, C. Soussen, R. Balmer, L. Verdoliva, L. Denis, F. Tupin.

65. 17/12/21: O. Petit, "Segmentation sémantique d'images médicales 3D par deep learning." (Supervisor),
    with C. Petitjean, O. Bernard, D. Mateus, P. Coupé, C. Wolf, M. Crucianu, L. Soler.
66. 14/12/21: S. Xu, "Transfer learning for material classification based on visual appearance
    correspondences." (Examiner), with G. Csurka, M. Vanrell, J. Lang, D. Muselet, A. Trémeau.
67. 10/12/21: P. Nguyen, "Extraction and Characterization of Spatial-Temporal Patterns in Videos." (President), with L. Tougne, A. Termier, N. Ragot, J. Mille, D. Li, D. Conte.
68. 09/12/21: C. Kervadec, "Visual reasoning in deep learning." (Reviewer), with Z. Akata, C. Schmid,
    D. Picard, G. Antipov, M. Baccouche, C. Wolf.
69. 03/12/21: M. Etheve, "Apprentissage pour la résolution de problèmes répétés de PLNE." (Examiner),
    with A. Lodi, B. Scherer, A. Parmentier, C. Bissuel, O. Juan, Z. Ales, S. Kedad.
70. 30/11/21: V. Le Guen, "Deep learning for spatiotemporal forecasting: application to solar energy." (Supervisor), with G. Mori, P. Pérez, E. Fromont, E. Mémin, P. Blanc, P. Gallinari, S. Dubost.
71. 10/11/21: M. Di Folco, "Statistical learning of the interactions between cardiac shape and deformation." (Examiner), with C. Desrosiers, M. Sermesant, P. Moceri, C. Lartizien, A. Lalande.
72. 07/10/21: R. El Jurdi, "Prior-constrained Convolutional Neural Networks for Medical Image Segmentation." (Reviewer), with D. Mateus, C. Achard, D. Cheplygina, C. Petitjean, P. Honeine, F. Abdallah.
73. 08/07/21: G. Renton, "Analyzing and Improving Graph Neural Networks." (Examiner),
    with J. Llados Canet, J.Y. Ramel, E. Fromont, L. Brun, B. Gauzere, P.Heroux, S. Adam.
74. 10/06/21: A. Houdayer, "Planification des courses de plat au galop." (Examiner), with A. Rossi,
    D. Quadri, O. Hudry, L. Bonnet, A. Plateau, E. Soutil, M-C. Costa.
75. 29/05/21: F. Bardozzo, "Unsupervised deep learning for laparoscopic 3D depth estimation and surface reconstruction." (Reviewer), with E. Pasero, F. Carlo Morabito, C. Lopez-Molina, R. Tagliaferri.
76. 28/05/21: P. Compagnon, "Sequence metric learning: application to human activity recognition."
    (Reviewer), with O. Latifa, A. Douzal-Chouakria, A. Habrard, T. Chateau, S. Duffner, C. Garcia.
77. 10/05/21: V. Sydorov, "Spatial attention for video understanding." (President), with
    I. Laptev, M. Aubry, K. Alahari, C. Schmid.
78. 03/05/21: T. Pham, "Apprentissage profond pour la détection de contours : application au suivi orthodontique par smartphone." (Reviewer), with J. Benois-Pineau, C. Achard, C. Vrain, Y. Lucas, S. Treuillet.
79. 10/03/21: N. Mehrasa, "Towards event analysis in time-series data: asynchronous probabilistic models and learning from partial labels." (Reviewer), with M. Saava, P. Chilana, A. Chang, G. Mori.
80. 22/01/21: P. Godet, "Approches par apprentissage pour l'estimation de mouvement multiframe en vidéo." (Reviewer), with P. Monasse, S. Bouchafa, D. Fillat, C. Mallet, P. Pérez, A. Boulch, A. Plyer, G. Le Besnerais.

49. 18/12/20: P.E. Martin, "Fine-grained action detection with spatio-temporal convnets: application to table tennis." (Reviewer), with P. Radeva, K. Schoffmann, M. Larson, P. Desbrat, R. Peteri, J. Benois-Pineau.
50. 17/12/20: H. Alqasir, "Deep learning for chairlift scene analysis: boosting generalization in multi-domain context." (Reviewer), with J. Van de Weijerp, R. Debusschere, M. Rombault, E. Fromont, D. Muslet, C. Ducottet.
51. 14/12/20: M.M. Paumard, "Solving Jigsaw puzzles with deep learning." (Examiner), with A. Bugeau, V. Lepetit, V. Kalogeiton, B. Hanczar, H. Tabia, D. Picard, V. Barriere.
52. 22/10/20: H. Pujol, "Antennes microphoniques intelligentes : localisation de sources acoustiques par deep learning" (Examiner), with M. Melon, E. Vincent, A. Deleforge, L. Girin, R. Nicol, E. Bavu, A. Garcia.
53. 19/10/20: R. Ratajczak , "Analyse d'images aériennes historiques : application à l'épidémiologie" (Reviewer), with S. Lefevre, F. Tupin, C. Mallet, C. Collet, L. Tougne, B. Fervers, C. Crispim, E. Faure.
54. 08/07/2020: R. Cadène "Apprentissage multimodal profond pour le traitement de la vision et du langage" (co-supervisor), Sorbonne Université / LIP6, with J. Verbeek, V. Ferrari, Y. LeCun, P. Pérez, L. Soulier, M. Cord.
55. 25/06/20: H. Ding, "Scene Parsing with Deep Neural Networks" (Reviewer), with H. Yang (Univ. Alberta), Y. K. Hui (NTU), J. Xudong (NTU).
56. 12/06/20: M. Engilberge, "Deep Inside Visual-Semantic Embeddings" (Reviewer), with Y. Avrithis, D. Larlus, J. Ponce, P. Gallinari, P. Pérez, M. Cord, L. Chevallier
57. 11/06/20: V. Tschannen, "Deep Learning for Seismic Data Processing & Interpretation" (Reviewer), with A. Ribodetti, E. Stutzmann, A. Rabaute, H. Chauris, M. Delescluse, N. J. Keuper, N. Ettrich

40. 19/12/19: A. Pajot, "Incorporating Physical Knowlegde Into Deep Neural Network" (Examiner), with E. Mémin, F. Fleuret, E. Szekely, G. Biau, P. Gallinari
41. 17/12/19: A. Dutt, "Continual learning for image classification" (Reviewer), with J. Benois-Pineau,
    H. Le Borgne, M.H. Amini, D. Pellerin, G. Quénot
42. 26/11/19: P.A. Ganaye, "A priori et Apprentissage Profond pour la Segmentation en Imagerie Cérébrale" (Reviewer), with C. Petitjean, P.M. Jodoin, C. Garcia, M. Sdika, H. Benoit-Catin
43. 25/11/19: N. Piasco, "Vision-based localization with discriminative features from heterogeneous visual data" (Reviewer), with V. Lepetit, J. Sivic, T. Sattler, C. Demonceaux, V. Gouet, D. Sidibé
44. 31/10/19: T. Robert "Représentations latentes des réseaux convolutifs pour l'interprétation de données visuelles" (co-supervisor), Sorbonne Université / LIP6, with G. Mori, S. Canu, K. Alahari, D. Picard, M. Cord.
45. 10/10/19: E. Mehr "Unsupervised representation learning for 3d shape modeling" (co-supervisor), Sorbonne Université / LIP6, with M. Ovsjanikov, M.P Cani, T. Boubekeur, K. Bailly, V. Guitteny, M. Cord.
46. 10/09/19: X. Li, "Regularization Schemes for Transfer Learning with Convolutional Network" (Reviewer), with G. Gasso, E. Fromont, A. Rakotomamonjy, V. Cherfaoui, F. Davoine, Y. Grandvallet
47. 24/06/19: C. Pinard, "Apprentissage robuste d'une carte de profondeur pour l'évitement d'obstacle dans le cas des drones" (Reviewer), with P. Pérez, Y. Gousseau, P. Monasse, L. Chevalley, A. Manzanera, D. Fillat
48. 20/05/19: H. Ben-Younes "Apprentissage de représentation multi-modale et raisonnement visuel" (co-supervisor), Sorbonne Université / LIP6, with J. Verbeek, V. Ferrari, Y. LeCun, P. Péesrez, L. Soulier, M. Cord.
49. 01/04/19: C. Adam, "Analyse des Séquences d'usage d'applications Médicales" (Examiner), with M. Clausel, T. Artières, F. Malliaros , C. Hudelot, A. Aliotti, P.H. Cournède

30. 18/12/18: J. Huth, "Modelling Aging in the visual system and The Convis Python Toolbox" (Examiner), with S. Thorpe, E. Ros, A. Wohrer, E. Klinger, B. Gas, T. Masquellier, A. Arleo
31. 17/12/18: K. Blanc, "Description de contenu Vidéo : Mouvements et Élasticité Temporelle" (Reviewer), with M. Cord, B. Merialdo, F. Bremond, D. Lingrand, F. Precioso
32. 12/12/18: R. Iguernaissi, "Counting and tracking people in a camera's network for behavioral analysis" (Reviewer), with M. Daoudi, S. Dubuissson, O. Ait-Aider, D. Merad, P. Drap
33. 11/12/18: M. Carvalho "Deep representation spaces" (co-supervisor), Sorbonne Université / LIP6, with S. Lefevre, F. Precioso, E. Gaussier, H. Le Borgne, L. Soulier, M. Cord.
34. 27/11/18: M. Bucher, "Apprentissage et exploitation de représentations sémantiques pour la classification et la recherche d'images" (Reviewer), with C. Hudelot, F. Precioso, S. Herbin, F. Jurie
35. 20/11/18: T. Mordan "Apprentissage d'architectures profondes pour la détection et la reconnaissance de cibles" (co-supervisor), Sorbonne Université / LIP6, with F. Perronnin, J. Sivic, N. Neverova, A. Alahi, M. Cord.
36. 19/11/18: M. Blot "Modélisation et apprentissage par architectures profondes en vision" (co-supervisor), Sorbonne Université / LIP6, with C. Wolf, A. Rakotomamonjy, E. Fromont, A. Bellet, L. Ralaivola, M. Cord.
37. 12/11/18: R. Trullo, "Deep learning based approaches for the segmentation of Organs at Risk in Thoracic CT Scans" (Reviewer), with M. Hatt, L. Chen, C. Petitjean, S. Ran, B. Dubray
38. 12/10/18: Y. Chen, "Person Re-identification in Images with Deep Learning" (President), with F. Bremond, J. Benois-Pineau, C. Achard, J.Y. Dufour, S. Duffner, A. Baskurt
39. 16/07/18: Q. Angermann, "real-time polype detection in videos" (Reviewer), with C. Petitjean, M. Paindavoine, D. Lingrand, O. Romain, A. Histache
40. 27/02/18: A. Sors, "Deep Learning for EEG Analysis" (Reviewer), with M. Vanputten, A. Rosseti, L. Vercueil, J.F. Payen, S. Bonnet

19. 12/12/17: D. Fourure, "Deep Learning for Semantic Segmentation" (Reviewer) , with P. Perez, M. Keller, E. Fromont, R. Emonet, D. Muselet, C. Wolf, A. Tremeau.
20. 04/12/17: S. Lopez, "Gaze-Based Image Classificationn" (Reviewer), with J. Benois-Pineau, E. Izquierdo, B. Merialdo, D. Lingrand, A. Revel , F. Precioso.
21. 09/11/17: Y. Lu, "Transfer Learning for Image Classification" (Reviewer), with K. Mikolajczyk, N. Vincent, A. Habrard, A. Saidi, L. Chen.
22. 03/10/17: J. Fellus "Distributed (Gossip) Machine Learning" (Examiner) , with F. Precioso, A. Rakotomamonjy, F. Bach, E. Dupraz, D. Picard, P.H. Gosselin.
23. 30/09/17: X. Wang "Gaze weakly-supervised visual recognition: application to fooding" (co-supervisor) ,Sorbonne Université / LIP6, with P. Le Callet, P.H. Gosselin, C. Achard, C. Wang, F. Precioso, M. Cord.
24. 20/09/17: T. Durand "Weakly supervised learning for visual recognition" (co-supervisor) , Sorbonne Université / LIP6, with P. Pérez, A. Rakotomamonjy, F. Bach, C. Schmid, V. Serfaty, M. Cord.

13. 15/12/16: I. Leang , "On-line fusion of tracking algorithms" (Examiner), ISIR-Paris, with P. Pérez, D. Fillat, M. Rombault, B. Girard, J. Droulez
14. 02/12/16: Marion Chevalier, "Détection et reconnaissance de cibles en imagerie optronique" (co-supervisor), Sorbonne Université / LIP6, with F. Brémond, P. Pérez, S. Canu, C. Achard, G. Hénaff, M. Cord.
15. 17/11/16: S. Chan "Deep Dictionnary Learning" (Reviewer), GIPSA-Grenoble, with S. Canu, A. Baskurt, D. Pellerin, M. Rombault
16. 08/07/16: O. Morere "Deep Learning for Instance retrieval" (President), UPMC/A*STAR, with J. Demongeot, G. Bloch, J. Demongeot, V. Ramaseshan Chandrasekha, D. Racoceanu
17. 10/05/16: L. Zheng "Triangular Similarity Metric Learning" (Reviewer) , LIRIS, with W. Puech, B. Dorizzi, S. Marchand-Maillet, A. Baskurt, K. Idrissi, C. Garcia
18. 08/04/16: N. Neverova "Deep Learning for Human Motion Analysis" (Examiner), LIRIS/Guelph, with C. Schmid, J.M. Odobez, F. Jurie, C. Wolf, G. Taylor
19. 11/02/16: S. Berlemont"Deep Metric Learning" (Examiner), Orange Labs Grenoble, with M. Paindavoine, T. Chateau, D. Pellerin, S. Duffner, C. Garcia

6. 30/06/15: C. Le Barz "Navigation visuelle pour les missions autonomes des petits drones" (co-supervisor), Sorbonne Université / LIP6, with F. Brémond, D. Fillat, M. Detyniecki, L. Denoyer, J.Y. Dufour, M. Cord.
7. 20/01/15: M. Law "Metric learning for web page comparison" (co-supervisor), Sorbonne Université / LIP6, with P. Pérez, A. Rakotomamonjy, F. Bach, J. Ponce, F. Precioso, P. Gallinari, S. Gancarski , M. Cord.

4. 15/07/13: M. Baccouche "Apprentissage neuronal de caractéristiques spatio-temporelles pour la classification automatique de séquences vidéos" (Examiner), Orange Labs Rennes/ Liris, with B. Dorizzi, J.M. Odobez, D. Pellerin, F. Mamallet, A. Baskurt, C. Wolf, C. Garcia
5. 12/07/13: Hanlin Goh "Deep learning for visuel understanding" (co-supervisor), Sorbonne Université / LIP6, with P. Jurie, A. Rakotomamonjy, Y. Le Cun, P. Gallinari, J.H. Lim, M. Cord.
6. 14/06/13: Sandra Avila "Extended bag of visual words for image analysis" (co-supervisor), Sorbonne Université / LIP6, with F. Perronnin, M. Campos, P. Pérez, C. Schmid, P. Gallinari, A. de Albuquerque, M. Cord.

1. 19/03/12: R. Minetto "Text Detection adn 2d/3d object tracking" (co-supervisor), Sorbonne Université / LIP6,
   with P. Pérez, M. Detyniecki, A. de Albuquerque, J. Stolfi, N. Leite, H. Pedrini, M. Cord.

10. 04/07/22: T. Lampert, "Sustainability in Artificial Intelligence: Recycling Data and Reducing Model Waste" (Reviewer), with S. Lefèvre, M. Sebag, C. Wemmert, A. Cornuéjols, N. Padoy, P. Gancarski.
11. 24/05/22: C. Kurtz, "La représentation des images : de la description a l'interprétation" (President),
    with C. Garcia, V. Gouet, H. Muller, I. Bloch, N. Passat, L. Wending, N. Vincent.
12. 25/01/22: R. De Charette, "Vision for scene understanding" (Reviewer),
    with V. Lepetit, D. Filliat, G. Scurzca, J. Sivic, M. Cord, F. Nashashibi.
13. 01/10/21: S. Ayache, "Contributions to transfer learning" (Reviewer),
    with E. Gaussier, F. Precioso, C. Capponi, T. Artieres.
14. 11/12/20: R. Hérault, "Machine learning for high-dimension and structured problems" (Reviewer),
    with M. Biehl, F. D'Alché-Buc, J. Lee, T. Artieres, S. Canu, G. Gasso, A. Adam, L. Seifart.
15. 04/12/20: R. Tavenard, "Machine learning for time series" (Reviewer),
    with P. Panagiotis, F. D'Alché-Buc, H. Jégou, E. Fromont, T. Corpetti.
16. 23/09/20: S. Lamprier, "Apprentissage et Inférence Structurelle pour l'Extraction de Dynamiques de l'Information" (Examiner), with S. Wang, P. Preux, O. Pietquin, E. Gaussier, P. Gallinari.
17. 06/12/19: R. Péteri, "Contributions à l'analyse et la reconnaissance du mouvement dans des vidéos" (Reviewer), with Y. Berthoumieu, G. Quénot, M. Haindl, C. Choquet, J. Benois-Pineau.
18. 02/12/19: S. Bonnet, "Contributions expérimentales et théoriques en ingénierie biomédicale" (Reviewer),
    with T. Papadopoulo, F. Wallois, C. Jutten, G. Carault, D. Vray.
19. 05/04/19: S. Duffner, "Tracking and metric learning" (Reviewer),
    with F. Bremond, M. Paindavoine, J.M. Odobez, C. Lartizien, M.S. Hacid, C. Garcia.