Projects per year
Personal profile
Education/Academic qualification
Deep Learning & Computer Vision, PhD
2022 → 2025
Robotics, MSc
1 Sept 2019 → 16 Jun 2021
Electrical Engineering, BSc
1 Sept 2014 → 13 Jul 2018
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- 1 Similar Profiles
Collaborations and top research areas from the last five years
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"Are you sure?" Towards trustworthy computer vision
Humblot-Renaux, G. (PI), Escalera Guerrero, S. (Supervisor) & Moeslund, T. B. (Supervisor)
01/10/2022 → 01/10/2025
Project: PhD Project
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Explainable Artificial Intelligence and Credibility in Asylum Decision-making (XAI-CRED)
Moeslund, T. B. (PI), Gammeltoft-Hansen, T. (PI), Olsen, H. P. (CoI), Sabet Jahromi, M. N. (Project Participant), Humblot-Renaux, G. (Project Participant) & Bakuri-Jørgensen, R. (Project Participant)
Project: Research
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JAMBO: Undersøgelser af havbundsforhold og bundslæbende redskabers påvirkning i Jammerbugt
Madsen, N. (PI), Moeslund, T. B. (PI), Pedersen, M. (PI), Irlind, A. F. (PI), de Jonge, N. (PI), Lund Nielsen, J. (PI), Humblot-Renaux, G. (PI), Johansen, A. S. (PI), Schmidt, J. E. (PI), Jørgensen, A. (PI), Pless-Schmidt, K. (PI) & Lønborg, C. (PI)
01/04/2023 → 01/01/2024
Project: Research
Research output
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Imperfect labels and imperfect classifiers
Humblot-Renaux, G., 2025, Aalborg University Open Publishing.Research output: PhD thesis
Open AccessFile61 Downloads (Pure) -
COOkeD: Ensemble-Based OOD Detection in the Era of Zero-Shot CLIP
Humblot-Renaux, G., Franchi, G., Escalera Guerrero, S. & Moeslund, T. B., Jul 2025, 2025 IEEE/CVF International Conference on Computer Vision Workshops. IEEE (Institute of Electrical and Electronics Engineers), p. 261-271Research output: Contribution to book/anthology/report/conference proceeding › Article in proceeding › Research › peer-review
Open AccessFile25 Downloads (Pure) -
A Noisy Elephant in the Room: Is Your out-of-Distribution Detector Robust to Label Noise?
Humblot-Renaux, G., Guerrero, S. E. & Moeslund, T. B., 16 Sept 2024, 2024 Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). IEEE (Institute of Electrical and Electronics Engineers), p. 22626-22636 11 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).Research output: Contribution to book/anthology/report/conference proceeding › Article in proceeding › Research › peer-review
Open AccessFile6 Link opens in a new tab Citations (Scopus)101 Downloads (Pure) -
Uncertainty-Aware Stability Analysis of IBR-dominated Power System with Neural Networks
Humblot-Renaux, G., Wu, Y., Escalera Guerrero, S., Moeslund, T. B., Wang, X. & Wu, H., Apr 2025, In: I E E E Transactions on Power Electronics. 40, 11, p. 16055-16060 6 p.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile1 Link opens in a new tab Citation (Scopus)196 Downloads (Pure) -
Underwater Uncertainty: A Multi-annotator Image Dataset for Benthic Habitat Classification
Humblot-Renaux, G., Johansen, A. S., Schmidt, J. E., Irlind, A. F., Madsen, N., Moeslund, T. B. & Pedersen, M., May 2025, Computer Vision -- ECCV 2024 Workshops. Del Bue, A., Canton, C., Pont-Tuset, J. & Tommasi, T. (eds.). Springer, p. 87-104 18 p. (Lecture Notes in Computer Science, Vol. 15624).Research output: Contribution to book/anthology/report/conference proceeding › Article in proceeding › Research › peer-review
Open AccessFile1 Link opens in a new tab Citation (Scopus)276 Downloads (Pure)
Datasets
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Why Talk to People When You Can Talk to Robots? Far-Field Speaker Identification in the Wild
RO-MAN, 2. 2. (Creator), Chrysostomou, D. (Creator), Humblot-Renaux, G. (Creator) & Li, C. (Creator), Underline Science Inc., 21 Aug 2021
DOI: 10.48448/gae6-9z05, https://underline.io/lecture/30263-why-talk-to-people-when-you-can-talk-to-robotsquestion-far-field-speaker-identification-in-the-wild
Dataset: Supplementary material
Prizes
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Outstanding Contribution in Reviewing
Humblot-Renaux, G. (Recipient), 24 May 2024
Prize: Conference prizes
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Activities
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Lecture - When computer vision goes wrong: How can we detect failures in perception?
Humblot-Renaux, G. (Lecturer)
8 Nov 2023Activity: Talks and presentations › Guest lecturers
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Seminar - Uncertainty in/for computer vision
Humblot-Renaux, G. (Lecturer)
18 Apr 2023Activity: Talks and presentations › Guest lecturers
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AI for the People 2022 poster session - "Soft labelling for semantic segmentation"
Humblot-Renaux, G. (Speaker)
10 Nov 2022Activity: Talks and presentations › Conference presentations
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Danish Data Science 2022 poster session - "Improving image understanding with deep multimodal fusion"
Humblot-Renaux, G. (Speaker)
7 Nov 2022Activity: Talks and presentations › Conference presentations
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ICRA 2022 session - Computer Vision for Transportation
Humblot-Renaux, G. (Speaker)
24 May 2022Activity: Talks and presentations › Conference presentations
Impacts
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Marine Research Paves the Way for a Ban on Beam Trawling
Madsen, N. (Participant), Moeslund, T. B. (Participant), Pedersen, M. (Participant), Irlind, A. F. (Participant), de Jonge, N. (Participant), Nielsen, J. J. L. (Participant), Johansen, A. S. (Participant), Humblot-Renaux, G. E. G. E. (Participant), Eskildsen, M. H. (Participant), Østergaard, S. K. (Participant) & Ørsted, M. (Participant)
Impact: Public policy impact, Green impact