Estimation of forest height and above ground biomass from ICESat/GLAS data in Eucalyptus plantations in Brazil. - Nicolas N. Baghdadi; Guerric le Maire; Ibrahim Fayad; Jean-Stéphane Bailly; Yann Nouvellon; Cristiane Lemos; Rodrigo Hakamada (IGARSS, 2014)

Canopy height estimation in French Guiana using LiDAR ICESat/GLAS data. - Ibrahim Fayad; Nicolas N. Baghdadi; Jean-Stéphane Bailly; Nicolas Barbier; Valéry Gond; Mahmoud El Hajj; Frédéric Fabre (IGARSS, 2014)

Coupling potential of ICESat/GLAS and SRTM for the discrimination of forest landscape types in French Guiana. - Ibrahim Fayad; Nicolas N. Baghdadi; Valéry Gond; Jean-Stéphane Bailly; Nicolas Barbier; Mahmoud El Hajj; Frédéric Fabre (Int. J. Appl. Earth Obs. Geoinformation, 2014)

Canopy Height Estimation in French Guiana with LiDAR ICESat/GLAS Data Using Principal Component Analysis and Random Forest Regressions. - Ibrahim Fayad; Nicolas N. Baghdadi; Jean-Stéphane Bailly; Nicolas Barbier; Valéry Gond; Mahmoud El Hajj; Frédéric Fabre; Bernard Bourgine (Remote. Sens., 2014)

Testing Different Methods of Forest Height and Aboveground Biomass Estimations From ICESat/GLAS Data in Eucalyptus Plantations in Brazil. - Nicolas N. Baghdadi; Guerric le Maire; Ibrahim Fayad; Jean-Stéphane Bailly; Yann Nouvellon; Cristiane Lemos; Rodrigo Hakamada (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014)

Regional scale rain-forest height mapping using regression-kriging of spaceborne and airborne LiDAR data: Application on French Guiana. - Ibrahim Fayad; Nicolas N. Baghdadi; Jean-Stéphane Bailly; Nicolas Barbier; Valéry Gond; Bruno Hérault; Mahmoud El Hajj; Jeremie Lochard; José Perrin (IGARSS, 2015)

Capability of GLAS/ICESat Data to Estimate Forest Canopy Height and Volume in Mountainous Forests of Iran. - Manizheh Rajab Pourrahmati; Nicolas N. Baghdadi; Ali Asghar Darvishsefat; Manouchehr Namiranian; Ibrahim Fayad; Jean-Stéphane Bailly; Valéry Gond (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015)

Aboveground biomass mapping in French Guiana by combining remote sensing, forest inventories and environmental data. - Ibrahim Fayad; Nicolas N. Baghdadi; Stéphane Guitet; Jean-Stéphane Bailly; Bruno Hérault; Valéry Gond; Mahmoud El Hajj; Dinh Ho Tong Minh (Int. J. Appl. Earth Obs. Geoinformation, 2016)

Regional Scale Rain-Forest Height Mapping Using Regression-Kriging of Spaceborne and Airborne LiDAR Data: Application on French Guiana. - Ibrahim Fayad; Nicolas N. Baghdadi; Jean-Stéphane Bailly; Nicolas Barbier; Valéry Gond; Bruno Hérault; Mahmoud El Hajj; Frédéric Fabre; José Perrin (Remote. Sens., 2016)

Coupling SAR C-Band and Optical Data for Soil Moisture and Leaf Area Index Retrieval Over Irrigated Grasslands. - Nicolas N. Baghdadi; Mohammad El-Hajj; Mehrez Zribi; Ibrahim Fayad (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016)

Integration of spaceborne lidar data to improve the forest biomass map in madagascar. - Mohammad El-Hajj; Nicolas N. Baghdadi; Ibrahim Fayad; Ghislain Vieilledent; Jean-Stéphane Bailly; Dinh Ho Tong Minh (IGARSS, 2017)

Interest of Integrating Spaceborne LiDAR Data to Improve the Estimation of Biomass in High Biomass Forested Areas. - Mohammad El-Hajj; Nicolas N. Baghdadi; Ibrahim Fayad; Ghislain Vieilledent; Jean-Stéphane Bailly; Dinh Ho Tong Minh (Remote. Sens., 2017)

Sarcopenia and Hip Structure Analysis Variables in a Group of Lebanese Postmenopausal Women. - Riad Nasr; Eric Watelain; Antonio Pinti; Hayman Saddik; Ghassan Maalouf; Abdel-Jalil Berro; Abir Alwan; César El Khoury; Ibrahim Fayad; Rawad El Hage (IWBBIO (2), 2018)

First Vegetation Optical Depth Mapping from Sentinel-1 C-band SAR Data over Crop Fields. - Mohammad El-Hajj; Nicolas N. Baghdadi; Jean-Pierre Wigneron; Mehrez Zribi; Clément Albergel; Jean-Christophe Calvet; Ibrahim Fayad (Remote. Sens., 2019)

Irrigation Events Detection over Intensively Irrigated Grassland Plots Using Sentinel-1 Data. - Hassan Bazzi; Nicolas N. Baghdadi; Ibrahim Fayad; François Charron; Mehrez Zribi; Hatem Belhouchette (Remote. Sens., 2020)

Near Real-Time Irrigation Detection at Plot Scale Using Sentinel-1 Data. - Hassan Bazzi; Nicolas N. Baghdadi; Ibrahim Fayad; Mehrez Zribi; Hatem Belhouchette; Valérie Demarez (Remote. Sens., 2020)

Analysis of GEDI Elevation Data Accuracy for Inland Waterbodies Altimetry. - Ibrahim Fayad; Nicolas N. Baghdadi; Jean-Stéphane Bailly; Frédéric Frappart; Mehrez Zribi (Remote. Sens., 2020)

Near Real-Time Freeze Detection over Agricultural Plots Using Sentinel-1 Data. - Ibrahim Fayad; Nicolas N. Baghdadi; Hassan Bazzi; Mehrez Zribi (Remote. Sens., 2020)

Sarcopenia negatively affects hip structure analysis variables in a group of Lebanese postmenopausal women. - Hayman Saddik; Riad Nasr; Antonio Pinti; Eric Watelain; Ibrahim Fayad; Rafic Baddoura; Abdel-Jalil Berro; Nathalie Al Rassy; Eric Lespessailles; Hechmi Toumi; Rawad El Hage (BMC Bioinform., 2020)

Detecting Irrigation Events Using Sentinel-1 Data. - Hassan Bazzi; Nicolas N. Baghdadi; Ibrahim Fayad; Mehrez Zribi; Valérie Demarez; Yann Pageot; Hatem Belhouchette (IGARSS, 2021)

Estimating Canopy Height and Wood Volume of Eucalyptus Plantations in Brazil Using GEDI LiDAR Data. - Ibrahim Fayad; Nicolas N. Baghdadi; Clayton Alcarde Alvares; Jose-Luiz Stape; Jean-Stéphane Bailly; Henrique Ferraço Scolforo; Mehrez Zribi; Guerric le Maire (IGARSS, 2021)

An Operational Framework for Mapping Irrigated Areas at Plot Scale Using Sentinel-1 and Sentinel-2 Data. - Hassan Bazzi; Nicolas N. Baghdadi; Ghaith Amin; Ibrahim Fayad; Mehrez Zribi; Valérie Demarez; Hatem Belhouchette (Remote. Sens., 2021)

Terrain Slope Effect on Forest Height and Wood Volume Estimation from GEDI Data. - Ibrahim Fayad; Nicolas N. Baghdadi; Clayton Alcarde Alvares; Jose-Luiz Stape; Jean-Stéphane Bailly; Henrique Ferraço Scolforo; Italo Ramos Cegatta; Mehrez Zribi; Guerric le Maire (Remote. Sens., 2021)

Quality Assessment of Acquired GEDI Waveforms: Case Study over France, Tunisia and French Guiana. - Ibrahim Fayad; Nicolas N. Baghdadi; Jérôme C. Riedi (Remote. Sens., 2021)

Evaluation of the Performances of Radar and Lidar Altimetry Missions for Water Level Retrievals in Mountainous Environment: The Case of the Swiss Lakes. - Frédéric Frappart; Fabien Blarel; Ibrahim Fayad; Muriel Bergé-Nguyen; Jean-François Crétaux; Song Shu; Joël Schregenberger; Nicolas N. Baghdadi (Remote. Sens., 2021)

Assessment of GEDI's LiDAR Data for the Estimation of Canopy Heights and Wood Volume of Eucalyptus Plantations in Brazil. - Ibrahim Fayad; Nicolas N. Baghdadi; Clayton Alcarde Alvares; Jose-Luiz Stape; Jean-Stéphane Bailly; Henrique Ferraço Scolforo; Mehrez Zribi; Guerric le Maire (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

Analysis of Gedi's Elevation Accuracy from the First and Second Data Product Releases Over Inland Waterbodies. - Nicolas N. Baghdadi; Ibrahim Fayad; Frédéric Frappart (IGARSS, 2022)

Estimating Forest Heights and Wood Volume using a Deep Learning Approach from Gedi Waveform Data. - Ibrahim Fayad; Dino Ienco; Nicolas N. Baghdadi; Raffaele Gaetano; Clayton Alcarde Alvares; Jose-Luiz Stape; Henrique Ferraço Scolforo; Guerric le Maire (IGARSS, 2022)

Tropical Forest Vertical Structure Characterization: From GEDI to P-Band SAR Tomography. - Yen-Nhi Ngo; Yue Huang 002; Dinh Ho Tong Minh; Laurent Ferro-Famil; Ibrahim Fayad; Nicolas N. Baghdadi (IEEE Geosci. Remote. Sens. Lett., 2022)

Correcting GEDI Water Level Estimates for Inland Waterbodies Using Machine Learning. - Ibrahim Fayad; Nicolas N. Baghdadi; Jean-Stéphane Bailly; Frédéric Frappart; Núria Pantaleoni Reluy (Remote. Sens., 2022)

Comparative Analysis of GEDI's Elevation Accuracy from the First and Second Data Product Releases over Inland Waterbodies. - Ibrahim Fayad; Nicolas N. Baghdadi; Frédéric Frappart (Remote. Sens., 2022)

An Assessment of the GEDI Lasers' Capabilities in Detecting Canopy Tops and Their Penetration in a Densely Vegetated, Tropical Area. - Ibrahim Fayad; Nicolas N. Baghdadi; Kamel Lahssini (Remote. Sens., 2022)

Improving Heterogeneous Forest Height Maps by Integrating GEDI-Based Forest Height Information in a Multi-Sensor Mapping Process. - David Morin; Milena Planells; Nicolas N. Baghdadi; Alexandre Bouvet; Ibrahim Fayad; Thuy Le Toan; Stéphane Mérmoz; Ludovic Villard (Remote. Sens., 2022)

Influence of GEDI Acquisition and Processing Parameters on Canopy Height Estimates over Tropical Forests. - Kamel Lahssini; Nicolas N. Baghdadi; Guerric le Maire; Ibrahim Fayad (Remote. Sens., 2022)

GEDI meets BIOMASS tomography: data selection and perspectives. - Dinh Ho Tong Minh; Yen-Nhi Ngo; Nicolas N. Baghdadi; Laurent Ferro-Famil; Yue Huang 002; Ibrahim Fayad; Thuy Le Toan (IGARSS, 2023)

Vision Transformers, a new approach for high-resolution and large-scale mapping of canopy heights. - Ibrahim Fayad; Philippe Ciais; Martin Schwartz; Jean-Pierre Wigneron; Nicolas N. Baghdadi; Aurélien de Truchis; Alexandre d'Aspremont; Frédéric Frappart; Sassan Saatchi; Agnès Pellissier-Tanon; Hassan Bazzi (CoRR, 2023)

Exploring Tropical Forests With GEDI and 3-D SAR Tomography. - Yen-Nhi Ngo; Dinh Ho Tong Minh; Nicolas N. Baghdadi; Ibrahim Fayad; Laurent Ferro-Famil; Yue Huang 002 (IEEE Geosci. Remote. Sens. Lett., 2023)

Tropical Forest Top Height by GEDI: From Sparse Coverage to Continuous Data. - Yen-Nhi Ngo; Dinh Ho Tong Minh; Nicolas N. Baghdadi; Ibrahim Fayad (Remote. Sens., 2023)

Comparison of GEDI LiDAR Data Capability for Forest Canopy Height Estimation over Broadleaf and Needleleaf Forests. - Manizheh Rajab Pourrahmati; Nicolas N. Baghdadi; Ibrahim Fayad (Remote. Sens., 2023)

FORMS: Forest Multiple Source height, wood volume, and biomass maps in France at 10 to 30 m resolution based on Sentinel-1, Sentinel-2, and GEDI data with a deep learning approach. - Martin Schwartz; Philippe Ciais; Aurélien de Truchis; Chave J.; Catherine Ottlé; Cédric Véga; Jean-Pierre Wigneron; M. Nicolas; Sami Jouaber; S. Liu; Martin Brandt; Ibrahim Fayad (Zenodo, 2023)

Investigating the Influence of GEDI Vegetation Penetration on Canopy Height Estimation. - Kamel Lahssini; Nicolas N. Baghdadi; Guerric le Maire; Stéphane Dupuy; Ibrahim Fayad (IGARSS, 2024)

Integrating Multi-Source Satellite Data and Environmental Information in a U-Net Architecture for Canopy Height Mapping in French Guiana. - Kamel Lahssini; Nicolas N. Baghdadi; Guerric le Maire; Ibrahim Fayad; Grégoire Vincent (IGARSS, 2024)

Temperate forest vertical structure with spaceborne GEDI and SAR Tomography: TomoSense case. - Dinh Ho Tong Minh; Yen-Nhi Ngo; Nicolas N. Baghdadi; Laurent Ferro-Famil; Yue Huang 002; Stefano Tebaldini; Ibrahim Fayad (IGARSS, 2024)

Influence of Forest Plantation Characteristics on GEDI Returned Energy Distribution. - Manizheh Rajab Pourrahmati; Guerric le Maire; Nicolas N. Baghdadi; Henrique Ferraço Scolforo; Clayton Alcarde Alvares; Jose-Luiz Stape; Ibrahim Fayad (IGARSS, 2024)

Assimilating Sentinel-2 data in a modified vegetation photosynthesis and respiration model (VPRM) to improve the simulation of croplands CO2 fluxes in Europe. - Hassan Bazzi; Philippe Ciais; Ezzeddine Abbessi; David Makowski; Diego Santaren; Eric Ceschia; Aurore Brut; Tiphaine Tallec; Nina Buchmann; Regine Maier; Manuel Acosta; Benjamin Loubet; et al. (Int. J. Appl. Earth Obs. Geoinformation, 2024)

High-resolution canopy height map in the Landes forest (France) based on GEDI, Sentinel-1, and Sentinel-2 data with a deep learning approach. - Martin Schwartz; Philippe Ciais; Catherine Ottlé; Aurélien de Truchis; Cédric Véga; Ibrahim Fayad; Martin Brandt; Rasmus Fensholt; Nicolas N. Baghdadi; François Morneau; David Morin; Dominique Guyon; et al. (Int. J. Appl. Earth Obs. Geoinformation, 2024)

Open-Canopy: A Country-Scale Benchmark for Canopy Height Estimation at Very High Resolution. - Fajwel Fogel; Yohann Perron; Nikola Besic; Laurent Saint-André; Agnès Pellissier-Tanon; Martin Schwartz; Thomas Boudras; Ibrahim Fayad; Alexandre d'Aspremont; Loïc Landrieu; Philippe Ciais (CoRR, 2024)

Open-Canopy: Towards Very High Resolution Forest Monitoring. - Fajwel Fogel; Yohann Perron; Nikola Besic; Laurent Saint-André; Agnès Pellissier-Tanon; Martin Schwartz; Thomas Boudras; Ibrahim Fayad; Alexandre d'Aspremont; Loïc Landrieu; Philippe Ciais (CVPR, 2025)

Exploring Forest Vertical Structure With TomoSense: GEDI and SAR Tomography Insights. - Yen-Nhi Ngo; Dinh Ho Tong Minh; Nicolas N. Baghdadi; Laurent Ferro-Famil; Yue Huang 002; Stefano Tebaldini; Ibrahim Fayad (IEEE Trans. Geosci. Remote. Sens., 2025)

DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications. - Ibrahim Fayad; Max Zimmer; Martin Schwartz; Philippe Ciais; Fabian Gieseke; Gabriel Belouze; Sarah Brood; Aurélien de Truchis; Alexandre d'Aspremont (CoRR, 2025)