A Random Forest Machine Learning Approach for the Retrieval of Leaf Chlorophyll Content in Wheat

UAV-Based High Throughput Phenotyping in Citrus Utilizing Multispectral Imaging and Artificial Intelligence

(2019) Yiannis Ampatzidis et al.   Remote Sensing

Wavelet-based coupling of leaf and canopy reflectance spectra to improve the estimation accuracy of foliar nitrogen concentration

(2018) Junjie Wang et al.   AGRICULTURAL AND FOREST METEOROLOGY

A hybrid training approach for leaf area index estimation via Cubist and random forests machine-learning

(2018) Rasmus Houborg et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Evaluation of the PROSAIL Model Capabilities for Future Hyperspectral Model Environments: A Review Study

(2018) Katja Berger et al.   Remote Sensing

On the Use of Unmanned Aerial Systems for Environmental Monitoring

(2018) Salvatore Manfreda et al.   Remote Sensing

Using spectral reflectance to estimate leaf chlorophyll content of tea with shading treatments

(2018) Rei Sonobe et al.   BIOSYSTEMS ENGINEERING

Towards a Universal Hyperspectral Index to Assess Chlorophyll Content in Deciduous Forests

(2017) Rei Sonobe et al.   Remote Sensing

Response of Chlorophyll, Carotenoid and SPAD-502 Measurement to Salinity and Nutrient Stress in Wheat (Triticum aestivum L.)

(2017) et al.   Agronomy-Basel

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Important Variables of a RapidEye Time Series for Modelling Biophysical Parameters of Winter Wheat

(2016) Thorsten Dahms et al.   Photogrammetrie Fernerkundung Geoinformation

Adapting a regularized canopy reflectance model (REGFLEC) for the retrieval challenges of dryland agricultural systems

(2016) Rasmus Houborg et al.   REMOTE SENSING OF ENVIRONMENT

Light-driven oxidation of polysaccharides by photosynthetic pigments and a metalloenzyme

(2016) D. Cannella et al.   Nature Communications

Advances in remote sensing of vegetation function and traits

(2015) Rasmus Houborg et al.   International Journal of Applied Earth Observation and Geoinformation

Using High-Resolution Hyperspectral and Thermal Airborne Imagery to Assess Physiological Condition in the Context of Wheat Phenotyping

(2015) Victoria Gonzalez-Dugo et al.   Remote Sensing

Opening Pandora's box: cause and impact of errors on plant pigment studies

(2015) Beatriz Fernández-Marín et al.   Frontiers in Plant Science

Relationships between gross primary production, green LAI, and canopy chlorophyll content in maize: Implications for remote sensing of primary production

(2014) Anatoly A. Gitelson et al.   REMOTE SENSING OF ENVIRONMENT

Detection of Internal Leaf Structure Deterioration Using a New Spectral Ratio Index in the Near-Infrared Shoulder Region

(2014) Liang-yun LIU et al.   Journal of Integrative Agriculture

Salinity and drought interaction in wheat (Triticum aestivum L.) is affected by the genotype and plant growth stage

(2013) Muhammad Saqib et al.   ACTA PHYSIOLOGIAE PLANTARUM

Detecting Sirex noctilio grey-attacked and lightning-struck pine trees using airborne hyperspectral data, random forest and support vector machines classifiers

(2013) Elfatih M. Abdel-Rahman et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Estimation of Leaf Area Index Using DEIMOS-1 Data: Application and Transferability of a Semi-Empirical Relationship between two Agricultural Areas

(2013) Francesco Vuolo et al.   Remote Sensing

High density biomass estimation for wetland vegetation using WorldView-2 imagery and random forest regression algorithm

(2012) Onisimo Mutanga et al.   International Journal of Applied Earth Observation and Geoinformation

Derivative vegetation indices as a new approach in remote sensing of vegetation

(2012) Svetlana M. Kochubey et al.   Frontiers of Earth Science

Algal chemodiversity and bioactivity: Sources of natural variability and implications for commercial application

(2011) Dagmar B. Stengel et al.   BIOTECHNOLOGY ADVANCES

Leaf optical properties reflect variation in photosynthetic metabolism and its sensitivity to temperature

(2011) Shawn P. Serbin et al.   JOURNAL OF EXPERIMENTAL BOTANY

Comparison of different vegetation indices for the remote assessment of green leaf area index of crops

(2011) Andrés Viña et al.   REMOTE SENSING OF ENVIRONMENT

Sources of variability in canopy reflectance and the convergent properties of plants

(2010) S. V. Ollinger   NEW PHYTOLOGIST

Variable selection using random forests

(2010) Robin Genuer et al.   PATTERN RECOGNITION LETTERS

Value of Using Different Vegetative Indices to Quantify Agricultural Crop Characteristics at Different Growth Stages under Varying Management Practices

(2010) Jerry L. Hatfield et al.   Remote Sensing

Sensitivity Analysis of k-Fold Cross Validation in Prediction Error Estimation

(2009) J.D. Rodriguez et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

PROSPECT-4 and 5: Advances in the leaf optical properties model separating photosynthetic pigments

(2008) Jean-Baptiste Feret et al.   REMOTE SENSING OF ENVIRONMENT