Publications

The complete list of my publications is available on the NASA/ADS database.

Recent or upcoming publications with major contribution

[In prep. 2022] Adapting deep learning object detectors for large radio-astronomical datasets: I. An enhanced 2D-YOLO Network for SKA SDC1 data, Cornu, D.; Salomé, P,. Marchal, A.; Freundlich, J.; Semelin, B.; Aicardi, S.; Lu, X; Combes, F.; Tasse, C., in prep for A&A
[In prep. 2022] Adapting deep learning object detectors for large radio-astronomical datasets: II. MINERVA: Winning the SKA SDC2 using a generalized 3D-YOLO network, Cornu, D.; Semelin, B.; Lu, X.; Aicardi, S.; Salomé, P.; Marchal, A.; Freundlich, J.; Combes F.; Tasse, C., in prep for A&A
[in prep. 2022] Spiral and non-spiral structure of the plane of the Milky Way, Marshall, D. J.; Montillaud, J.; Cambrésy, L.; Cornu, D., in prep for A&A
[Submitted 2022] SKA Science Data Challenge 2: analysis and results, Harltey, P; Bonaldi, A; Braun, R; et al., in prep for MNRAS 05/2022, corresponding author for team MINERVA
2022 – 3D extinction mapping of the Milky Way using Convolutional Neural Networks: Presentation of the method and demonstration in the Carina Arm region, Cornu, D.; Montillaud, J.; Marshall, D. J.; Robin, A. C.; Cambresy, L., [recommended for publication with minor revisions] A&A, arxiv-2201.05571
2021 – A Neural Network-based methodology to select Young Stellar Object candidates from IR surveys, Cornu, D. ; Montillaud, J., A&A, Vol. 647, id.A116
2020 – Modeling the 3D Milky Way using Machine Learning with Gaia and infrared surveys, Cornu, D., PhD thesis, arxiv-2010.0143
2019 – Deep learning for the selection of Young Stellar Object candidates from IR surveys, Cornu, D.; Montillaud, J., SF2A-2019 Proceedings, pp.73-76.

Recent publications with minor contribution, or collaboration papers

2021 – Deciphering the evolution of the Milky Way discs : The Gaia APOGEE Kepler giant stars & Besançon Galaxy Model, Lagarde, N. ; Reylé, C. ; Chiappini, C. ; Mor, R. ; Anders, F. ; Figueras, F. ; et al., A&A, Vol. 654, id.A13
2019 – Multi-scale analysis of the Monoceros OB 1 star-forming region. I. The dense core population, Montillaud, J.; Juvela, M.; Vastel, C.; He, J.; Liu, T.; Ristorcelli, I.; Eden, D. J.; et al., A&A, Vol. 631, id.L1
2019 – Multi-scale analysis of the Monoceros OB 1 star-forming region. II. Colliding filaments in the Monoceros OB1 molecular cloud, Montillaud, J.; Juvela, M.; Vastel, C.; He, J.; Liu, T.; Ristorcelli, I.; Eden, D. J. ; et al., A&A, Vol. 631, id.A3
2019 – SCOPE : SCUBA-2 Continuum Observations of Pre-protostellar Evolution – survey description and compact source catalogue, Eden, D. J. ; Liu, T.; Kim, K.; Juvela, M. ; et al. , MNRS, Volume 485, Issue 2, pp.2895-2908