Assimilation of remote sensing data to monitor the terrestrial carbon cycle: The carbon observatory of geoland. - Jean-Christophe Calvet; Pedro Viterbo; Philippe Ciais; Bart Van den Hurk; Eddy Moors; Alexander Kaptein; Marc Leroy; Joaquín Muñoz Sabater (IGARSS, 2004)

Ten years of global burned area products from spaceborne remote sensing - A review: Analysis of user needs and recommendations for future developments. - Florent Mouillot; Martin G. Schultz; Chao Yue; Patricia Cadule; Kevin Tansey; Philippe Ciais; Emilio Chuvieco (Int. J. Appl. Earth Obs. Geoinformation, 2014)

Rain-Use-Efficiency: What it Tells us about the Conflicting Sahel Greening and Sahelian Paradox. - Cécile Dardel; Laurent Kergoat; Pierre Hiernaux; Manuela Grippa; Eric Mougin; Philippe Ciais; Cam-Chi Nguyen (Remote. Sens., 2014)

1982-2010 Trends of Light Use Efficiency and Inherent Water Use Efficiency in African vegetation: Sensitivity to Climate and Atmospheric CO2 Concentrations. - Abdoul Khadre Traore; Philippe Ciais; Nicolas Vuichard; Natasha MacBean; Cécile Dardel; Benjamin Poulter 001; Shilong Piao; Joshua B. Fisher; Nicolas Viovy; Martin Jung 002; Ranga B. Myneni (Remote. Sens., 2014)

Major forest changes and land cover transitions based on plant functional types derived from the ESA CCI Land Cover product. - Wei Li; Philippe Ciais; Natasha MacBean; Shushi Peng; Pierre Defourny; Sophie Bontemps (Int. J. Appl. Earth Obs. Geoinformation, 2016)

Satellite-observed changes in terrestrial vegetation growth trends across the Asia-Pacific region associated with land cover and climate from 1982 to 2011. - Baozhang Chen; Guang Xu; Nicholas C. Coops; Philippe Ciais; Ranga B. Myneni (Int. J. Digit. Earth, 2016)

Compensatory water effects link yearly global land CO2 sink changes to temperature. - Martin Jung 002; Markus Reichstein; Christopher R. Schwalm; Christopher Huntingford; Stephen Sitch; Anders Ahlström; Almut Arneth; Gustau Camps-Valls; Philippe Ciais; Pierre Friedlingstein; Fabian Gans; Kazuhito Ichii; et al. (Nat., 2017)

MERLIN: A French-German Space Lidar Mission Dedicated to Atmospheric Methane. - Gerhard Ehret; Philippe Bousquet; Clémence Pierangelo; Matthias Alpers; Bruno Millet; James B. Abshire; Heinrich Bovensmann; John P. Burrows; Frédéric Chevallier; Philippe Ciais; Cyril Crevoisier; Andreas Fix; et al. (Remote. Sens., 2017)

SMOS-IC Vegetation Optical Depth Index in Monitoring Aboveground Carbon Changes in the Tropical Continents During 2010-2016. - Lei Fan 001; Jean-Pierre Wigneron; Arnaud Mialon; Nemesio J. Rodríguez-Fernández; A. Al-Yaari; Yann Kerr; Martin Brandt; Philippe Ciais (IGARSS, 2018)

Spatial Pattern and Environmental Drivers of Acid Phosphatase Activity in Europe. - Yan Sun; Daniel S. Goll; Philippe Ciais; Shushi Peng; Olga Margalef; Dolores Asensio; Jordi Sardans; Josep Peñuelas (Frontiers Big Data, 2019)

Vegetation Optical Depth Retrieval from AMSR-E/AMSR2 Observations Using L-MEB Inversion. - Mengjia Wang; Jean-Pierre Wigneron; Rui Sun 003; Philippe Ciais; Martin Brandt; Yi Liu; Frédéric Frappart; Xiaojun Li 003; Xiangzhuo Liu; Lei Fan 001; Rasmus Fensholt (IGARSS, 2020)

First Retrievals of ASCAT IB VOD (Vegetation Optical Depth) at Global Scale. - Xiangzhuo Liu; Jean-Pierre Wigneron; Frédéric Frappart; Nicolas N. Baghdadi; Mehrez Zribi; Thomas Jagdhuber; Philippe Ciais; Xiaojun Li 003; Mengjia Wang; Lei Fan 001; Bertrand Ygorra; Hongliang Ma; et al. (IGARSS, 2021)

Seasonal Variability of GPP and Phenology in Remote Sensed Observations and Land Surface Models. - Jan De Pue; Sebastian Wieneke; José Miguel Barrios; Liyang Liu; Maral Maleki; Philippe Ciais; Alirio Arboleda; Rafiq Hamdi; Ana Bastos; Ivan A. Janssens; Fabienne Maignan; Françoise Gellens-Meulenberghs; et al. (IGARSS, 2021)

Global Scale IB AMSR2 Vegetation Optical Depth at X-Band. - Mengjia Wang; Jean-Pierre Wigneron; Philippe Ciais; Rui Sun 003; Frédéric Frappart; Lei Fan 001; Xiaojun Li 003; Xiangzhuo Liu; Amen Al-Yaari; Roberto Fernandez-Moran; Hongliang Ma; Zanpin Xing; et al. (IGARSS, 2021)

Alternate Inrae-Bordeaux VOD Indices from SMOS, AMSR2 and ASCAT: Overview of Recent Developments. - Jean-Pierre Wigneron; Xiaojun Li 003; Xiangzhuo Liu; Mengjia Wang; Frédéric Frappart; Lei Fan 001; Amen Al-Yaari; Roberto Fernandez-Moran; Hongliang Ma; Bertrand Ygorra; Zanping Xing; Erwan Le Masson; et al. (IGARSS, 2021)

A consistent record of vegetation optical depth retrieved from the AMSR-E and AMSR2 X-band observations. - Mengjia Wang; Jean-Pierre Wigneron; Rui Sun 003; Lei Fan 001; Frédéric Frappart; Shengli Tao; Linna Chai; Xiaojun Li 003; Xiangzhuo Liu; Hongliang Ma; Christophe Moisy; Philippe Ciais (Int. J. Appl. Earth Obs. Geoinformation, 2021)

Observed strong atmospheric water constraints on forest photosynthesis using eddy covariance and satellite-based data across the Northern Hemisphere. - Yongxian Su; Xueqin Yang; Pierre Gentine; Fabienne Maignan; Jiali Shang; Philippe Ciais (Int. J. Appl. Earth Obs. Geoinformation, 2022)

Processed Data for Figures of "Declining Amazon biomass due to deforestation and subsequent degradation losses exceeding gains". - Dominic Fawcett; Stephen Sitch; Philippe Ciais; Jean-Pierre Wigneron; Celso H. L. Silva-Junior; Viola Heinrich; Christelle Vancutsem; Frédéric Achard; Ana Bastos; Hui Yang; Xiaojun Li 003; Clément Albergel; et al. (Zenodo, 2022)

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)

Sub-Meter Tree Height Mapping of California using Aerial Images and LiDAR-Informed U-Net Model. - Fabien Hubert Wagner; Sophia Roberts; Alison L. Ritz; Griffin Carter; Ricardo Dalagnol; Samuel Favrichon; Mayumi C. M. Hirye; Martin Brandt; Philippe Ciais; Sassan Saatchi (CoRR, 2023)

The Status and Influencing Factors of Surface Water Dynamics on the Qinghai-Tibet Plateau During 2000-2020. - Qinwei Ran; Filipe Aires; Philippe Ciais; Chunjing Qiu; Ronghai Hu; Zheng Fu; Kai Xue; Yanfen Wang (IEEE Trans. Geosci. Remote. Sens., 2023)

Past decade above-ground biomass change comparisons from four multi-temporal global maps. - Arnan Araza; Martin Herold 001; Sytze de Bruin; Philippe Ciais; David A. Gibbs; Nancy L. Harris; Maurizio Santoro; Jean-Pierre Wigneron; Hui Yang; Natalia Málaga; Karimon Nesha; Pedro Rodríguez-Veiga; et al. (Int. J. Appl. Earth Obs. Geoinformation, 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)

Carbon dynamics of Western North American boreal forests in response to stand-replacing disturbances. - Ling Yu; Lei Fan 001; Philippe Ciais; Stephen Sitch; Rasmus Fensholt; Xiangming Xiao; Wenping Yuan; Jingming Chen; Yingtong Zhang; Xiaocui Wu; Yuanwei Qin; Mingguo Ma; et al. (Int. J. Appl. Earth Obs. Geoinformation, 2023)

Get Your Embedding Space in Order: Domain-Adaptive Regression for Forest Monitoring. - Sizhuo Li; Dimitri Gominski; Martin Brandt; Xiaoye Tong; Philippe Ciais (ECCV (77), 2024)

Estimating Canopy Height at Scale. - Jan Pauls; Max Zimmer; Una M. Kelly; Martin Schwartz; Sassan Saatchi; Philippe Ciais; Sebastian Pokutta; Martin Brandt; Fabian Gieseke (ICML, 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)

Forest degradation contributes more to carbon loss than forest cover loss in North American boreal forests. - Ling Yu; Lei Fan 001; Philippe Ciais; Jingfeng Xiao; Frédéric Frappart; Stephen Sitch; Jingming Chen; Xiangming Xiao; Rasmus Fensholt; Zhongbing Chang; Hongqian Fang; Xiaojun Li 003; et al. (Int. J. Appl. Earth Obs. Geoinformation, 2024)

Early forecasting of corn yield and price variations using satellite vegetation products. - Florian Teste; David Makowski; Hassan Bazzi; Philippe Ciais (Comput. Electron. Agric., 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)

Reconstructing Global Daily CO2 Emissions via Machine Learning. - Tao Li; Lixing Wang; Zihan Qiu; Philippe Ciais; Taochun Sun; Matthew W. Jones; Robbie M. Andrew; Glen P. Peters; Piyu Ke; Xiaoting Huang; Robert B. Jackson; Zhu Liu (CoRR, 2024)

Leveraging Satellite Data With Machine and Deep Learning Techniques for Corn Yield and Price Forecasting. - Florian Teste; Hugo Gangloff; Mathilde Chen; Philippe Ciais; David Makowski (IEEE Trans. Geosci. Remote. Sens., 2024)

GIEMS-MethaneCentric. - Juliette Bernard; Catherine Prigent; Carlos Jimenez; Etienne Fluet-Chouinard; Bernhard Lehner; Elodie Salmon; Philippe Ciais; Zhang Zhen; Shushi Peng; Marielle Saunois (Zenodo, 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)

High Resolution Tree Height Mapping of the Amazon Forest using Planet NICFI Images and LiDAR-Informed U-Net Model. - Fabien Hubert Wagner; Ricardo Dalagnol; Griffin Carter; Mayumi C. M. Hirye; Shivraj Gill; Le Bienfaiteur T. Sagang; Samuel Favrichon; Michael Keller; Jean P. H. B. Ometto; Lorena Alves; Cynthia Creze; Stephanie P. George-Chacón; et al. (CoRR, 2025)

Capturing Temporal Dynamics in Large-Scale Canopy Tree Height Estimation. - Jan Pauls; Max Zimmer; Berkant Turan; Sassan Saatchi; Philippe Ciais; Sebastian Pokutta; Fabian Gieseke (CoRR, 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)

Towards Accurate Forecasting of Renewable Energy : Building Datasets and Benchmarking Machine Learning Models for Solar and Wind Power in France. - Eloi Lindas; Yannig Goude; Philippe Ciais (CoRR, 2025)