Dr Teja Kattenborn
Karlsruhe Institute of Technology (KIT)
Germany
My co-authors include
Dr Simon Pierce
Find me at
My Publications
Deep Learning enables to identify plant species in aerial imagery
Scientific Reports
November 2019
In many disciplines (e.g. forestry, nature conservation or agriculture) there is an interest to know the location of certain plant species or communities. Aerial Imagery derived from airplanes or U...
The functioning of plants determines how they reflect light
Scientific Reports
April 2019
The physiology and structure of vascular plant canopies are primarily optimized towards two functions: The absorption of solar energy using the photosynthetic machinery and the assimilation of carb...
Citizen science plant observations encode global trait patterns
Nature Ecology & Evolution
October 2022
<scp>AngleCam</scp> : Predicting the temporal variation of leaf angle distr...
Methods in Ecology and Evolution
October 2022
Spatially autocorrelated training and validation samples inflate performance assessment...
ISPRS Open Journal of Photogrammetry and Remote Sensing
June 2022
Review on Convolutional Neural Networks (CNN) in vegetation remote sensing
ISPRS Journal of Photogrammetry and Remote Sensing
March 2021
The retrieval of plant functional traits from canopy spectra through RTM-inversions and...
Ecological Indicators
February 2021
Mapping forest tree species in high resolution UAV-based RGB-imagery by means of convol...
ISPRS Journal of Photogrammetry and Remote Sensing
December 2020
Convolutional Neural Networks accurately predict cover fractions of plant species and c...
Remote Sensing in Ecology and Conservation
February 2020
Unmanned aerial vehicle-based mapping of turf-banked solifluction lobe movement and its...
Permafrost and Periglacial Processes
January 2020
Advantages of retrieving pigment content [μg/cm2] versus concentration [%] from canopy ...
Remote Sensing of Environment
September 2019
Using aboveground vegetation attributes as proxies for mapping peatland belowground car...
Remote Sensing of Environment
September 2019
UAV data as alternative to field sampling to map woody invasive species based on combin...
Remote Sensing of Environment
June 2019
A Landsat-based vegetation trend product of the Tibetan Plateau for the time-period 199...
Scientific Data
May 2019
Chlorophyll content estimation in an open-canopy conifer forest with Sentinel-2A and hy...
Remote Sensing of Environment
March 2019
Proximal VIS-NIR spectrometry to retrieve substance concentrations in surface waters us...
Water Science & Technology Water Supply
October 2018
PILOT STUDY ON THE RETRIEVAL OF DBH AND DIAMETER DISTRIBUTION OF DECIDUOUS FOREST STAND...
ISPRS Annals of the Photogrammetry Remote Sensing and Spatial Information Sciences
September 2018
Differentiating plant functional types using reflectance: which traits make the differe...
Remote Sensing in Ecology and Conservation
July 2018
Modis-Based Grassland Trends Within and Around the Kekexili Core Protection Zone of the...
July 2018
Previsual symptoms of Xylella fastidiosa infection revealed in spectral plant-trait alt...
Nature Plants
June 2018
Mapping plant species in mixed grassland communities using close range imaging spectros...
Remote Sensing of Environment
November 2017
Detecting the spread of invasive species in central Chile with a Sentinel-2 time-series
June 2017
Linking plant strategies and plant traits derived by radiative transfer modelling
Journal of Vegetation Science
April 2017
Estimating stand density, biomass and tree species from very high resolution stereo-ima...
Forestry An International Journal of Forest Research
March 2017
Linking plant strategies (CSR) and remotely sensed plant traits
August 2016
Corrigendum to “Mapping forest biomass from space – Fusion of hyperspectralEO1-hyperion...
International Journal of Applied Earth Observation and Geoinformation
September 2015
Building a hybrid land cover map with crowdsourcing and geographically weighted regression
ISPRS Journal of Photogrammetry and Remote Sensing
May 2015
Mapping forest biomass from space – Fusion of hyperspectral EO1-hyperion data and Tande...
International Journal of Applied Earth Observation and Geoinformation
March 2015
Modeling forest biomass using Very-High-Resolution data—Combining textural, spectral an...
European Journal of Remote Sensing
January 2015
Automatic Single Tree Detection in Plantations using UAV-based Photogrammetric Point cl...
August 2014
Segmentation of Forest to Tree Objects
March 2013