Optimisation of PointNet++ for Tree Species Classification from Drone LiDAR Data

Hamdani, Nada; Abouhat, Imane; Ait El Kadi, Kenza; Bensiali, Saloua; Sebari, Imane

doi:10.5194/isprs-annals-XI-1-2026-287-2026

Articles | Volume XI-1-2026

Article
Metrics
Related articles

Articles | Volume XI-1-2026

https://doi.org/10.5194/isprs-annals-XI-1-2026-287-2026

Articles | Volume XI-1-2026

Article
Metrics
Related articles

03 Jul 2026

| 03 Jul 2026

Optimisation of PointNet++ for Tree Species Classification from Drone LiDAR Data

Nada Hamdani, Imane Abouhat, Kenza Ait El Kadi, Saloua Bensiali, and Imane Sebari

Nada Hamdani

Research Unit of Geospatial Technologies for a Smart Decision, Hassan II Institute of Agronomy and Veterinary Medicine, 10101 Rabat, Morocco

Société Topographie Informatique, 91000 Evry Courcouronnes, France

Imane Abouhat

Department of Photogrammetry and Cartography, School of Geomatics and Surveying Engineering, Hassan II Institute of Agronomy and Veterinary Medicine, 10101 Rabat, Morocco

Kenza Ait El Kadi

Research Unit of Geospatial Technologies for a Smart Decision, Hassan II Institute of Agronomy and Veterinary Medicine, 10101 Rabat, Morocco

Department of Photogrammetry and Cartography, School of Geomatics and Surveying Engineering, Hassan II Institute of Agronomy and Veterinary Medicine, 10101 Rabat, Morocco

Saloua Bensiali

Research Unit of Geospatial Technologies for a Smart Decision, Hassan II Institute of Agronomy and Veterinary Medicine, 10101 Rabat, Morocco

Department of Applied Statistics and Computer Science, Hassan II Institute of Agronomy and Veterinary Medicine, 10101 Rabat, Morocco

Imane Sebari

Research Unit of Geospatial Technologies for a Smart Decision, Hassan II Institute of Agronomy and Veterinary Medicine, 10101 Rabat, Morocco

Department of Photogrammetry and Cartography, School of Geomatics and Surveying Engineering, Hassan II Institute of Agronomy and Veterinary Medicine, 10101 Rabat, Morocco

Related authors

Show only first author papers Show all papers

Urban Tree Classification from Multispectral Airborne LiDAR Using PointNet, DGCNN & RandLA-Net

Nada Hamdani, Imane Abouhat, Kenza Ait El Kadi, Saloua Bensiali, and Imane Sebari

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W19-2025, 55–61, https://doi.org/10.5194/isprs-archives-XLVIII-4-W19-2025-55-2026,https://doi.org/10.5194/isprs-archives-XLVIII-4-W19-2025-55-2026, 2026

STAF-Net: An Innovative Framework for Wheat Yield Prediction

Mohamed El Ayyadi, Khadija Meghraoui, Maryam El Hamdani, Saloua Bensiali, Assia Lozzi, and Imane Sebari

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W19-2025, 45–53, https://doi.org/10.5194/isprs-archives-XLVIII-4-W19-2025-45-2026,https://doi.org/10.5194/isprs-archives-XLVIII-4-W19-2025-45-2026, 2026

Urban Tree Classification from Multispectral Airborne LiDAR Using PointNet, DGCNN & RandLA-Net

Nada Hamdani, Imane Abouhat, Kenza Ait El Kadi, Saloua Bensiali, and Imane Sebari

Extraction of Open Spaces and Identification of Suitable Rooftops for Urban Agriculture: Contribution of Geospatial Technologies for Sustainable Planning

Asmaa Moussaoui, Ouijdane Lahyan, Hajar Sbiki, Imane Sebari, and Kenza Ait El Kadi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W17-2025, 29–35, https://doi.org/10.5194/isprs-archives-XLVIII-4-W17-2025-29-2026,https://doi.org/10.5194/isprs-archives-XLVIII-4-W17-2025-29-2026, 2026

Land Use Change in Errachidia Oases Morocco using GEE and machine learning

Hassan Hanni, Imane Sebari, Kenza Ait El Kadi, and Azeddine ElHassouny

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W17-2025, 191–197, https://doi.org/10.5194/isprs-archives-XLVIII-4-W17-2025-191-2026,https://doi.org/10.5194/isprs-archives-XLVIII-4-W17-2025-191-2026, 2026

Optimizing Post-Earthquake Decision-Making with GEOAI: Identification and Classification of Damaged Buildings in the El Haouz Earthquake, Morocco

Ayoub Ouchlif, Houssam Zrhalla, Mohamed Ourhou-Sekkou, Hicham Hajji, and Kenza Ait El Kadi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W17-2025, 241–246, https://doi.org/10.5194/isprs-archives-XLVIII-4-W17-2025-241-2026,https://doi.org/10.5194/isprs-archives-XLVIII-4-W17-2025-241-2026, 2026

Advanced Wetland Mapping with GEE and Sentinel Imagery: A Tool for Conservation of the Sidi Moussa Oualidia Complex

Marwa Zerrouk, Kenza Ait El Kadi, Imane Sebari, and Siham Fellahi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W17-2025, 353–359, https://doi.org/10.5194/isprs-archives-XLVIII-4-W17-2025-353-2026,https://doi.org/10.5194/isprs-archives-XLVIII-4-W17-2025-353-2026, 2026

Real time solar panels heat point’s detection with EDGE ViTs using thermal drone imagery

Mouad Jabrane, Imane Sebari, and Kenza Ait El Kadi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W11-2025, 127–132, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-127-2025,https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-127-2025, 2025

DEEP LEARNING APPROACH APPLIED TO DRONE IMAGERY FOR REAL ESTATE TAX ASSESSMENT: CASE OF THE TAX ON UNBUILT LAND KENITRA-MOROCCO

F. E. Mohtich, M. El-Ayachi, S. Bensiali, A. Idri, and I. Ait Hou

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W5-2022, 121–127, https://doi.org/10.5194/isprs-archives-XLVIII-4-W5-2022-121-2022,https://doi.org/10.5194/isprs-archives-XLVIII-4-W5-2022-121-2022, 2022

Optimisation of PointNet++ for Tree Species Classification from Drone LiDAR Data

Related authors

Useful Links

Useful External Links

Our Contact