{"id":26,"date":"2021-01-08T13:51:24","date_gmt":"2021-01-08T12:51:24","guid":{"rendered":"https:\/\/vm-weblerma.obspm.fr\/dcornu\/?page_id=26"},"modified":"2026-03-23T18:28:06","modified_gmt":"2026-03-23T17:28:06","slug":"publications","status":"publish","type":"page","link":"https:\/\/vm-weblerma.obspm.fr\/dcornu\/publications\/","title":{"rendered":"Publications"},"content":{"rendered":"\n

The complete list of my publications is available on the NASA\/ADS<\/a> database.<\/p>\n\n\n\n

First author, supervisor, or major contribution papers<\/h2>\n\n\n\n

– 2026 – YOLO-CIANNA: Galaxy detection with deep learning in radio data<\/strong>: II. MINERVA: Winning the SKA SDC2 using a generalized 3D-YOLO network<\/strong>, Cornu, D.; Semelin, B.; Salom\u00e9, P.; Lu, X.; Aicardi, S.; Freundlich, J.; Mertens, F.; Marchal, A.; Sainton, G.; Combes, F.; Tasse, C., A&A V707, A203<\/a>.<\/a>
– 2025 – Identification of molecular line emission using Convolutional Neural Networks. Investigating molecular complexity,<\/strong> Kessler, N.; Csengeri T.; Cornu D.; Bontemps S.; Bouscasse, L., A&A, 704, A324<\/a>.
– 2025 –<\/strong> A New Dust Map of the Milky Way I: Principal Features<\/strong>, Marshall, D. J.; Montillaud, J.; Cambr\u00e9sy, L.; Cornu, D., A&A, 704, A118<\/a>.
– 2025 – Combining summary statistics with simulation-based inference for the 21 cm signal from the Epoch of Reionization<\/strong>, Semelin, B.; Meriot, R; Mishra, A; Cornu, D., A&A, 698, A35<\/a>.
– 2025 – Comparison of Bayesian inference methods using the Loreli II database of hydro-radiative simulations of the 21-cm signal<\/strong>, Meriot, R.; Semelin, B.; Cornu, D., A&A, 698, A80<\/a>.
– 2025 – The Galaxy Activity, Torus, and Outflow Survey (GATOS). VI. Black hole mass estimation using machine learning<\/strong>, Poitevineau R., Combes F., Garcia-Burillo S., Cornu D., et al., A&A, 693, A311<\/a>.<\/a>
–<\/strong> 2024 –<\/strong> YOLO-CIANNA: Galaxy detection with deep learning in radio data: I. A new YOLO-inspired source detection method applied to the SKAO SDC1<\/strong>, Cornu, D.; Salom\u00e9, P.; Semelin, B.; Marchal, A.; Freundlich, J.; Aicardi, S.; Lu, X.; Sainton, G.; Mertens, F.; Combes, F.; Tasse, C., A&A, 690, A211<\/a>
–<\/strong> 2023 – SKA Science Data Challenge 2: analysis and results,<\/strong> Harltey, P; Bonaldi, A; Braun, R; et al., MNRAS, Vol.523, Issue 2, pp.1967-1993<\/a>, leading author for team MINERVA
– 2023 – Machine Learning to facilitate the study of complex organic molecules in hot cores<\/strong>, Kessler, N. ; Csengeri, T. ; Cornu, D. ; Bontemps, S., SF2A Proceedings 2023, 2023sf2a.conf..303K<\/a>
– 2022 – 3D extinction mapping of the Milky Way using Convolutional Neural Networks: Presentation of the method and demonstration in the Carina Arm region<\/strong>, Cornu, D.; Montillaud, J.; Marshall, D. J.; Robin, A. C.; Cambresy, L., arxiv-2201.05571<\/a>
– 2021 – A Neural Network-based methodology to select Young Stellar Object candidates from IR surveys<\/strong>, Cornu, D. ; Montillaud, J., A&A, 647, A116<\/a>
– 2020 – Modeling the 3D Milky Way using Machine Learning with Gaia and infrared surveys<\/strong>, Cornu, D., PhD thesis<\/em>, arxiv-2010.0143<\/a>
– 2019 – Deep learning for the selection of Young Stellar Object candidates from IR surveys<\/strong>, Cornu, D.; Montillaud, J., SF2A-2019 Proceedings, pp.73-76<\/a>.<\/p>\n\n\n\n

Minor contribution or collaboration papers<\/h2>\n\n\n\n

– 2025 – Square Kilometre Array Science Data Challenge 3a: foreground removal for an EoR experiment<\/strong>, Bonaldi A., Hartley P.; Braun R.; Purser S.; Acharya A.; et al., MNRAS, 543, Issue 2, pp 1092-1119<\/a>.
– 2021 – Deciphering the evolution of the Milky Way discs : The Gaia APOGEE Kepler giant stars & Besan\u00e7on Galaxy Model<\/strong>, Lagarde, N. ; Reyl\u00e9, C. ; Chiappini, C. ; Mor, R. ; Anders, F. ; Figueras, F. ; et al., <\/a>A&A, Vol. 654, id.A13<\/a>
–<\/strong> 2019 – Multi-scale analysis of the Monoceros OB 1 star-forming region. I. The dense core population<\/strong>, Montillaud, J.; Juvela, M.; Vastel, C.; He, J.; Liu, T.; Ristorcelli, I.; Eden, D. J.; et al., A&A, 631, L1<\/a>
–<\/strong> 2019 – Multi-scale analysis of the Monoceros OB 1 star-forming region. II. Colliding filaments in the Monoceros OB1 molecular cloud<\/strong>, Montillaud, J.; Juvela, M.; Vastel, C.; He, J.; Liu, T.; Ristorcelli, I.; Eden, D. J. ; et al., A&A, 631, A3<\/a>
–<\/strong> 2019 – SCOPE : SCUBA-2 Continuum Observations of Pre-protostellar Evolution – survey description and compact source catalog<\/strong>, Eden, D. J. ; Liu, T.; Kim, K.; Juvela, M. ; et al. , MNRS, 485, Issue 2, pp.2895-2908<\/a><\/p>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

The complete list of my publications is available on the NASA\/ADS database. First author, supervisor, or major contribution papers – 2026 – YOLO-CIANNA: Galaxy detection with deep learning in radio data: II. MINERVA: Winning the SKA SDC2 using a generalized … Continuer la lecture →<\/span><\/a><\/p>\n","protected":false},"author":37,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-26","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/vm-weblerma.obspm.fr\/dcornu\/wp-json\/wp\/v2\/pages\/26","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vm-weblerma.obspm.fr\/dcornu\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/vm-weblerma.obspm.fr\/dcornu\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/vm-weblerma.obspm.fr\/dcornu\/wp-json\/wp\/v2\/users\/37"}],"replies":[{"embeddable":true,"href":"https:\/\/vm-weblerma.obspm.fr\/dcornu\/wp-json\/wp\/v2\/comments?post=26"}],"version-history":[{"count":103,"href":"https:\/\/vm-weblerma.obspm.fr\/dcornu\/wp-json\/wp\/v2\/pages\/26\/revisions"}],"predecessor-version":[{"id":716,"href":"https:\/\/vm-weblerma.obspm.fr\/dcornu\/wp-json\/wp\/v2\/pages\/26\/revisions\/716"}],"wp:attachment":[{"href":"https:\/\/vm-weblerma.obspm.fr\/dcornu\/wp-json\/wp\/v2\/media?parent=26"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}