Here you can find a (more-or-less) updated list of my publications. For the most up-to-date version, please check my Google Scholar page.

Publications

Peer-Reviewed Journals

• Melki, P., Bombrun, L., Millet, E., Diallo, B., Elchaoui Elghor, H. & Da Costa, J.-P. (2022). Exploratory Analysis on Pixelwise Image Segmentation Metrics with an Application in Proximal Sensing. Remote Sensing.

Conferences & Workshops

• Melki, P., Bombrun, L., & Da Costa, J.-P. (2026). Towards Group-Conditional Coverage Guarantees via Group-Invariant Representations. Proceedings of the Fifteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 329:1046-1048, Gothenburg, Sweden.

• Melki, P., Soidé, P., Millet, E., Dias, J., Francart, O., and Rachet, V. (2026). A Methodology for Evaluating the Detection Performance of a Spot Spraying System using Spatial Point Patterns. AgroStat Conference of the French Statistical Society, Dijon, France.

• Melki, P., Bombrun, L., Diallo, B., Dias, J. & Da Costa, J.-P. (2024). The Penalized Inverse Probability Measure for Conformal Classification. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops. Seattle, WA, USA.

• Melki, P., Bombrun, L., Diallo, B., Dias, J. & Da Costa, J.-P. (2023). Group-Conditional Conformal Prediction via Quantile Regression Calibration for Crop and Weed Classification . Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, pp. 614-623. Paris, France.

• Melki, P., Bombrun, L., Millet, E., Diallo, B., Elchaoui Elghor, H. & Da Costa, J.-P. (2023). A Study of Pixelwise Segmentation Metrics using Clustering of Variables and Self-Organizing Maps. Acta Horticulturae: XXXI International Horticultural Congress, Angers, France.

Invited Talks

I have been invited to present my work in different places and audiences, including:

• PHENOME-Emphasis (INRAE)

• Department of Computer Science, Royal Holloway, University of London (invited by Prof. Alex Gammerman)

• Department of Computer Science, University of Balamand

• Café IA at Institut de Mécanique et d’Ingénierie (I2M) de Bordeaux

For the full list, please do check my CV over here (link in preparation…).

Reviewing

• Journals: Precision Agriculture.
• Workshops:
  • Computer Vision for Plant Phenotyping and Agriculture (CVPPA) at CVPR/ICCV/ECCV
  • Safe AI for All Domains (SAIAD) at CVPR.