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Journal articles

[1] Servant, L., Clément, M., Wendling, L. & Kurtz, C (2026)
SpIRL: Spatially-aware image representation learning under the supervision of relative position descriptors,
Pattern Recognit., 169:112013
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@article{DBLP_journals_pr_ServantCWK26,
   title={SpIRL: Spatially-aware image representation learning under the supervision of relative position descriptors},
   year={2026},
   journal={Pattern Recognit.},
   volume={169},
   pages={112013},
   doi={10.1016/J.PATCOG.2025.112013},
   author={Servant, L. and Clément, M. and Wendling, L. and Kurtz, C.}
}
	
[2] Vagena, Z., Wei, X., Kurtz, C. & Cloppet, F (2025)
Semantic aware representation learning for optimizing image retrieval systems in radiology,
Pattern Recognit., 158:111060
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@article{DBLP_journals_pr_VagenaWKC25,
   title={Semantic aware representation learning for optimizing image retrieval systems in radiology},
   year={2025},
   journal={Pattern Recognit.},
   volume={158},
   pages={111060},
   doi={10.1016/J.PATCOG.2024.111060},
   author={Vagena, Z. and Wei, X. and Kurtz, C. and Cloppet, F.}
}
	
[3] Wei, X., Kurtz, C. & Cloppet, F (2025)
Enhancing vision-language contrastive representation learning using domain knowledge,
Comput. Vis. Image Underst., 259:104403
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@article{DBLP_journals_cviu_WeiKC25,
   title={Enhancing vision-language contrastive representation learning using domain knowledge},
   year={2025},
   journal={Comput. Vis. Image Underst.},
   volume={259},
   pages={104403},
   doi={10.1016/J.CVIU.2025.104403},
   author={Wei, X. and Kurtz, C. and Cloppet, F.}
}
	
[4] Knight, S., Shibani, A. & Vincent, N (2025)
Ethical AI governance: mapping a research ecosystem,
AI Ethics, 5(2):841-862
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@article{DBLP_journals_aiethics_KnightSV25,
   title={Ethical AI governance: mapping a research ecosystem},
   year={2025},
   journal={AI Ethics},
   volume={5},
   number={2},
   pages={841-862},
   doi={10.1007/S43681-023-00416-Z},
   author={Knight, S. and Shibani, A. and Vincent, N.}
}
	
[5] Karine, A., Napoléon, T. & Jridi, M (2025)
I2CKD : Intra- and inter-class knowledge distillation for semantic segmentation,
Neurocomputing, 649:130791
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@article{DBLP_journals_ijon_KarineNJ25,
   title={I2CKD : Intra- and inter-class knowledge distillation for semantic segmentation},
   year={2025},
   journal={Neurocomputing},
   volume={649},
   pages={130791},
   doi={10.1016/J.NEUCOM.2025.130791},
   author={Karine, A. and Napoléon, T. and Jridi, M.}
}
	
[6] Karine, A., Napoléon, T. & Jridi, M (2024)
Channel-spatial knowledge distillation for efficient semantic segmentation,
Pattern Recognit. Lett., 180:48-54
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@article{DBLP_journals_prl_KarineNJ24,
   title={Channel-spatial knowledge distillation for efficient semantic segmentation},
   year={2024},
   journal={Pattern Recognit. Lett.},
   volume={180},
   pages={48-54},
   doi={10.1016/J.PATREC.2024.02.027},
   author={Karine, A. and Napoléon, T. and Jridi, M.}
}
	
[7] Rousse, B., Lobry, S., Duthé, G., Golaz, V. & Wendling, L (2024)
Domain Adaptation for Mapping LCZs in Sub-Saharan Africa With Remote Sensing: A Comprehensive Approach to Health Data Analysis,
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 17:13016-13029
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@article{DBLP_journals_staeors_RousseLDGW24,
   title={Domain Adaptation for Mapping LCZs in Sub-Saharan Africa With Remote Sensing: A Comprehensive Approach to Health Data Analysis},
   year={2024},
   journal={IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.},
   volume={17},
   pages={13016-13029},
   doi={10.1109/JSTARS.2024.3421284},
   author={Rousse, B. and Lobry, S. and Duthé, G. and Golaz, V. and Wendling, L.}
}
	
[8] Leygonie, R., Lobry, S. & Wendling, L (2024)
Can we detect plant diseases without prior knowledge of their existence?,
Int. J. Appl. Earth Obs. Geoinformation, 134:104192
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@article{DBLP_journals_aeog_LeygonieLW24,
   title={Can we detect plant diseases without prior knowledge of their existence?},
   year={2024},
   journal={Int. J. Appl. Earth Obs. Geoinformation},
   volume={134},
   pages={104192},
   doi={10.1016/J.JAG.2024.104192},
   author={Leygonie, R. and Lobry, S. and Wendling, L.}
}
	

Conference articles

[1] Wei, X., Kurtz, C. & Cloppet, F (2025)
Relaxing Binary Constraints in Contrastive Vision-Language Medical Representation Learning,
In IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2025, Tucson, AZ, USA, February 26 - March 6, 2025, pages 4462-4471, IEEE.
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_wacv_WeiKC25,
   title={Relaxing Binary Constraints in Contrastive Vision-Language Medical Representation Learning},
   year={2025},
   booktitle={IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2025, Tucson, AZ, USA, February 26 - March 6, 2025},
   pages={4462-4471},
   publisher={IEEE},
   doi={10.1109/WACV61041.2025.00438},
   author={Wei, X. and Kurtz, C. and Cloppet, F.}
}
	
[2] Boussaid, H., Tosato, L., Weissgerber, F., Kurtz, C., Wendling, L. & Lobry, S (2025)
Visual Question Answering on Multiple Remote Sensing Image Modalities,
In IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2025, Nashville, TN, USA, June 11-15, 2025, pages 2319-2328, Computer Vision Foundation / IEEE.
[BibTeX BibTeX] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_cvpr_BoussaidTWKWL25,
   title={Visual Question Answering on Multiple Remote Sensing Image Modalities},
   year={2025},
   booktitle={IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2025, Nashville, TN, USA, June 11-15, 2025},
   pages={2319-2328},
   publisher={Computer Vision Foundation / IEEE},
   author={Boussaid, H. and Tosato, L. and Weissgerber, F. and Kurtz, C. and Wendling, L. and Lobry, S.}
}
	
[3] Boussaid, H., Kwon, N., Kurtz, C., Wendling, L. & Lobry, S (2025)
LLM-Driven Data Augmentation for Visual Question Answering,
In Joint Urban Remote Sensing Event, JURSE 2025, Tunis, Tunisia, May 5-7, 2025, pages 1-4, IEEE.
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_jurse_BoussaidKKWL25,
   title={LLM-Driven Data Augmentation for Visual Question Answering},
   year={2025},
   booktitle={Joint Urban Remote Sensing Event, JURSE 2025, Tunis, Tunisia, May 5-7, 2025},
   pages={1-4},
   publisher={IEEE},
   doi={10.1109/JURSE60372.2025.11076083},
   author={Boussaid, H. and Kwon, N. and Kurtz, C. and Wendling, L. and Lobry, S.}
}
	
[4] Houdré, N., Marcos, D., Ienco, D., Wendling, L., Kurtz, C. & Lobry, S (2025)
ProMM-RS: Exploring Probabilistic Learning for Multi-Modal Remote Sensing Image Representations,
In IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2025 - Workshops, Tucson, AZ, USA, February 28 - March 4, 2025, pages 517-525, IEEE.
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_wacv_HoudreMIWKL25,
   title={ProMM-RS: Exploring Probabilistic Learning for Multi-Modal Remote Sensing Image Representations},
   year={2025},
   booktitle={IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2025 - Workshops, Tucson, AZ, USA, February 28 - March 4, 2025},
   pages={517-525},
   publisher={IEEE},
   doi={10.1109/WACVW65960.2025.00063},
   author={Houdré, N. and Marcos, D. and Ienco, D. and Wendling, L. and Kurtz, C. and Lobry, S.}
}
	
[5] Servant, L., Clément, M., Wendling, L. & Kurtz, C (2025)
Contrastive Learning of Image Representations Guided by Spatial Relations,
In IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2025, Tucson, AZ, USA, February 26 - March 6, 2025, pages 2124-2133, IEEE.
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_wacv_ServantCWK25,
   title={Contrastive Learning of Image Representations Guided by Spatial Relations},
   year={2025},
   booktitle={IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2025, Tucson, AZ, USA, February 26 - March 6, 2025},
   pages={2124-2133},
   publisher={IEEE},
   doi={10.1109/WACV61041.2025.00213},
   author={Servant, L. and Clément, M. and Wendling, L. and Kurtz, C.}
}
	
[6] Chappuis, C., S\umb\ul, G., Montariol, S., Lobry, S. & Tuia, D (2025)
PAN-RSVQA: Vision Foundation Models as Pseudo-ANnotators for Remote Sensing Visual Question Answering,
In IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2025, Nashville, TN, USA, June 11-15, 2025, pages 3005-3016, Computer Vision Foundation / IEEE.
[BibTeX BibTeX] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_cvpr_ChappuisSMLT25,
   title={PAN-RSVQA: Vision Foundation Models as Pseudo-ANnotators for Remote Sensing Visual Question Answering},
   year={2025},
   booktitle={IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2025, Nashville, TN, USA, June 11-15, 2025},
   pages={3005-3016},
   publisher={Computer Vision Foundation / IEEE},
   author={Chappuis, C. and S\umb\ul, G. and Montariol, S. and Lobry, S. and Tuia, D.}
}
	
[7] Leygonie, R., Lobry, S. & Wendling, L (2025)
Représentation des poids d'auto-attention sous forme de graphe pour l'évaluation des Transformers,
In Extraction et Gestion des Connaissances, EGC 2025, Strasbourg, France, January 29-31, 2025, E-41:351-358, Editions RNTI.
[BibTeX BibTeX] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_f-egc_LeygonieLW25,
   title={Représentation des poids d'auto-attention sous forme de graphe pour l'évaluation des Transformers},
   year={2025},
   booktitle={Extraction et Gestion des Connaissances, EGC 2025, Strasbourg, France, January 29-31, 2025},
   volume={E-41},
   editor={Guyet, T. and Lafabregue, B. and Leborgne, A.},
   pages={351-358},
   publisher={Editions RNTI},
   author={Leygonie, R. and Lobry, S. and Wendling, L.}
}
	
[8] Leygonie, R., Lobry, S. & Wendling, L (2025)
Evaluating Transformers Learning by Representing Self-Attention Weights as a Graph,
In Proceedings of the 20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, VISIGRAPP 2025 - Volume 1: GRAPP, HUCAPP and IVAPP, Porto, Portugal, February 26-28, 2025, pages 695-705, SCITEPRESS.
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_visigrapp_LeygonieLW25,
   title={Evaluating Transformers Learning by Representing Self-Attention Weights as a Graph},
   year={2025},
   booktitle={Proceedings of the 20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, VISIGRAPP 2025 - Volume 1: GRAPP, HUCAPP and IVAPP, Porto, Portugal, February 26-28, 2025},
   editor={Bashford-Rogers, T. and Meneveaux, D. and Ammi, M. and Ziat, M. and J\anicke, S. and Purchase, H.C. and Radeva, P. and Furnari, A. and Bouatouch, K. and Sousa, A.A.d.},
   pages={695-705},
   publisher={SCITEPRESS},
   doi={10.5220/0013111400003912},
   author={Leygonie, R. and Lobry, S. and Wendling, L.}
}
	
[9] Sauron, T., Lazarus, C., Fournier, L., Kurtz, C. & Cloppet, F (2024)
SEQ-ALIGN: Self-Supervised Image Representation Learning from Multi-Sequence MRI,
In IEEE International Symposium on Biomedical Imaging, ISBI 2024, Athens, Greece, May 27-30, 2024, pages 1-4, IEEE.
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_isbi_SauronLFKC24,
   title={SEQ-ALIGN: Self-Supervised Image Representation Learning from Multi-Sequence MRI},
   year={2024},
   booktitle={IEEE International Symposium on Biomedical Imaging, ISBI 2024, Athens, Greece, May 27-30, 2024},
   pages={1-4},
   publisher={IEEE},
   doi={10.1109/ISBI56570.2024.10635498},
   author={Sauron, T. and Lazarus, C. and Fournier, L. and Kurtz, C. and Cloppet, F.}
}
	
[10] Wei, X., Vagena, Z., Kurtz, C. & Cloppet, F (2024)
Integrating Expert Knowledge with Vision-Language Model for Medical Image Retrieval,
In IEEE International Symposium on Biomedical Imaging, ISBI 2024, Athens, Greece, May 27-30, 2024, pages 1-4, IEEE.
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_isbi_WeiVKC24,
   title={Integrating Expert Knowledge with Vision-Language Model for Medical Image Retrieval},
   year={2024},
   booktitle={IEEE International Symposium on Biomedical Imaging, ISBI 2024, Athens, Greece, May 27-30, 2024},
   pages={1-4},
   publisher={IEEE},
   doi={10.1109/ISBI56570.2024.10635576},
   author={Wei, X. and Vagena, Z. and Kurtz, C. and Cloppet, F.}
}
	
[11] Passat, N., Perrin, R., Randrianasoa, J.F., Kurtz, C. & Naegel, B (2024)
New Algorithms for Multivalued Component Trees,
In Pattern Recognition - 27th International Conference, ICPR 2024, Kolkata, India, December 1-5, 2024, Proceedings, Part XXIII, 15323:19-35, Springer.
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_icpr_PassatPRKN24,
   title={New Algorithms for Multivalued Component Trees},
   year={2024},
   booktitle={Pattern Recognition - 27th International Conference, ICPR 2024, Kolkata, India, December 1-5, 2024, Proceedings, Part XXIII},
   volume={15323},
   editor={Antonacopoulos, A. and Chaudhuri, S. and Chellappa, R. and Liu, C.. and Bhattacharya, S. and Pal, U.},
   pages={19-35},
   publisher={Springer},
   doi={10.1007/978-3-031-78347-0\_2},
   author={Passat, N. and Perrin, R. and Randrianasoa, J.F. and Kurtz, C. and Naegel, B.}
}
	
[12] Tosato, L., Boussaid, H., Weissgerber, F., Kurtz, C., Wendling, L. & Lobry, S (2024)
Segmentation-Guided Attention for Visual Question Answering from Remote Sensing Images,
In IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, Athens, Greece, July 7-12, 2024, pages 2750-2754, IEEE.
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_igarss_TosatoBWKWL24,
   title={Segmentation-Guided Attention for Visual Question Answering from Remote Sensing Images},
   year={2024},
   booktitle={IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, Athens, Greece, July 7-12, 2024},
   pages={2750-2754},
   publisher={IEEE},
   doi={10.1109/IGARSS53475.2024.10642082},
   author={Tosato, L. and Boussaid, H. and Weissgerber, F. and Kurtz, C. and Wendling, L. and Lobry, S.}
}
	
[13] Marzouki, A., Guo, Z., Zeng, Q., Kurtz, C. & Loménie, N (2024)
Optimizing Lymphocyte Detection in Breast Cancer Whole Slide Imaging Through Data-Centric Strategies,
In IEEE International Symposium on Biomedical Imaging, ISBI 2024, Athens, Greece, May 27-30, 2024, pages 1-4, IEEE.
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_isbi_MarzoukiGZKL24,
   title={Optimizing Lymphocyte Detection in Breast Cancer Whole Slide Imaging Through Data-Centric Strategies},
   year={2024},
   booktitle={IEEE International Symposium on Biomedical Imaging, ISBI 2024, Athens, Greece, May 27-30, 2024},
   pages={1-4},
   publisher={IEEE},
   doi={10.1109/ISBI56570.2024.10635338},
   author={Marzouki, A. and Guo, Z. and Zeng, Q. and Kurtz, C. and Loménie, N.}
}
	
[14] Guo, Z., Marzouki, A., Emile, J.., M\uller, H., Kurtz, C. & Loménie, N (2024)
Lymphoid Infiltration Assessment of the Tumor Margins in H\&E Slides,
In Medical Optical Imaging and Virtual Microscopy Image Analysis - Second International Workshop, MOVI 2024, Held in Conjunction with MICCAI 2024, Marrakesh, Morocco, October 10, 2024, Proceedings, 15371:66-75, Springer.
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_miccai_GuoMEMKL24,
   title={Lymphoid Infiltration Assessment of the Tumor Margins in H\&E Slides},
   year={2024},
   booktitle={Medical Optical Imaging and Virtual Microscopy Image Analysis - Second International Workshop, MOVI 2024, Held in Conjunction with MICCAI 2024, Marrakesh, Morocco, October 10, 2024, Proceedings},
   volume={15371},
   editor={Huo, Y. and Millis, B.A. and Zhou, Y. and Younis, K. and Wang, X. and Tang, Y.},
   pages={66-75},
   publisher={Springer},
   doi={10.1007/978-3-031-77786-8\_7},
   author={Guo, Z. and Marzouki, A. and Emile, J.. and M\uller, H. and Kurtz, C. and Loménie, N.}
}
	
[15] Bourbia, S., Karine, A., Chetouani, A., Hassouni, M.E. & Jridi, M (2024)
Blind Point Cloud Quality Assessment via 3D Visual Saliency and Point-Based Neural Network,
In Thirteenth IEEE International Conference on Image Processing Theory, Tools and Applications, IPTA 2024, Rabat, Morocco, October 14-17, 2024, pages 1-6, IEEE.
[BibTeX BibTeX] [DOI doi] [URL pdf]
BibTeX :
@inproceedings{DBLP_conf_ipta_BourbiaKCHJ24,
   title={Blind Point Cloud Quality Assessment via 3D Visual Saliency and Point-Based Neural Network},
   year={2024},
   booktitle={Thirteenth IEEE International Conference on Image Processing Theory, Tools and Applications, IPTA 2024, Rabat, Morocco, October 14-17, 2024},
   editor={Hassouni, M.E. and Chetouani, A.},
   pages={1-6},
   publisher={IEEE},
   doi={10.1109/IPTA62886.2024.10755773},
   author={Bourbia, S. and Karine, A. and Chetouani, A. and Hassouni, M.E. and Jridi, M.}
}