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Dive into the research topics where Quentin Bouniot is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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From Alexnet to Transformers: Measuring the Non-linearity of Deep Neural Networks with Affine Optimal Transport
Bouniot, Q., Redko, I., Mallasto, A., Laclau, C., Struckmeier, O., Arndt, K., Heinonen, M., Kyrki, V. & Kaski, S., 1 Jan 2025, In: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. p. 25250-25260 11 p.Research output: Contribution to journal › Conference article › peer-review
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RESTYLING UNSUPERVISED CONCEPT BASED INTERPRETABLE NETWORKS WITH GENERATIVE MODELS
Parekh, J., Bouniot, Q., Mozharovskyi, P., Newson, A. & d'Alché-Buc, F., 1 Jan 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 25211-25245 35 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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TAILORING MIXUP TO DATA FOR CALIBRATION
Bouniot, Q., Mozharovskyi, P. & d'Alché-Buc, F., 1 Jan 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 6766-6796 31 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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PROPOSAL-CONTRASTIVE PRETRAINING FOR OBJECT DETECTION FROM FEWER DATA
Bouniot, Q., Audigier, R., Loesch, A. & Habrard, A., 1 Jan 2023.Research output: Contribution to conference › Paper › peer-review
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The Robust Semantic Segmentation UNCV2023 Challenge Results
Yu, X., Zuo, Y., Wang, Z., Zhang, X., Zhao, J., Yang, Y., Jiao, L., Peng, R., Wang, X., Zhang, J., Zhang, K., Liu, F., Alcover-Couso, R., Sanmiguel, J. C., Escudero-Viñolo, M., Tian, H., Matsui, K., Wang, T., Adan, F. & Gao, Z. & 17 others, , 1 Jan 2023, Proceedings - 2023 IEEE/CVF International Conference on Computer Vision Workshops, ICCVW 2023. Institute of Electrical and Electronics Engineers Inc., p. 4620-4630 11 p. (Proceedings - 2023 IEEE/CVF International Conference on Computer Vision Workshops, ICCVW 2023).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
Towards Few-Annotation Learning for Object Detection: Are Transformer-based Models More Efficient?
Bouniot, Q., Loesch, A., Habrard, A. & Audigier, R., 1 Jan 2023, Proceedings - 2023 IEEE Winter Conference on Applications of Computer Vision, WACV 2023. Institute of Electrical and Electronics Engineers Inc., p. 75-84 10 p. (Proceedings - 2023 IEEE Winter Conference on Applications of Computer Vision, WACV 2023).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
Improving Few-Shot Learning Through Multi-task Representation Learning Theory
Bouniot, Q., Redko, I., Audigier, R., Loesch, A. & Habrard, A., 1 Jan 2022, Computer Vision – ECCV 2022 - 17th European Conference, Proceedings. Avidan, S., Brostow, G., Cissé, M., Farinella, G. M. & Hassner, T. (eds.). Springer Science and Business Media Deutschland GmbH, p. 435-452 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13680 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
Optimal transport as a defense against adversarial attacks
Bouniot, Q., Audigier, R. & Loesch, A., 1 Jan 2020, Proceedings of ICPR 2020 - 25th International Conference on Pattern Recognition. Institute of Electrical and Electronics Engineers Inc., p. 5044-5051 8 p. 9413327. (Proceedings - International Conference on Pattern Recognition).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
Vulnerability of person re-identification models to metric adversarial attacks
Bouniot, Q., Audigier, R. & Loesch, A., 1 Jun 2020, Proceedings - 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2020. IEEE Computer Society, p. 3450-3459 10 p. 9151088. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops; vol. 2020-June).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access