Understanding the interaction of plant growth with environmental conditions is crucial to increase the resilience of current cropping systems to a changing climate. Here, we investigate PhenoCams as a high-throughput approach for field phenotyping experiments to assess growth dynamics of many different genotypes simultaneously in high temporal (daily) resolution. First, we develop a method that extracts a daily phenological signal that is normalized for the different viewing geometries of the pixels within the images. Second, we investigate the extraction of the in season traits of early vigor, leaf area index (LAI), and senescence dynamic from images of a soybean (Glycine max) field phenotyping experiment and show that it is possible to ra...
Phenology is the study of the timing of natural events such as the schedule of plant life-cycle even...
Physiological and developmental traits that vary over time are difficult to phenotype under relevant...
The PhenoCam project (http://phenocam.unh.edu/) is tasked with acquiring, processing, and archiving ...
Near-surface cameras, such as those in the PhenoCam network, are a common source of ground truth dat...
CONTEXT: Crop phenology integrates information of how environmental drivers and management practices...
Altered climatic conditions leading to more frequent and intense abiotic events (e.g. drought or hea...
Background: Genetic studies and breeding of agricultural crops frequently involve phenotypic charact...
The high spatial and temporal resolution of data required for high-throughput phenotyping has typica...
Advances in automated plant handling and image acquisition now make it possible to use digital imagi...
Plant phenology has gained importance in the context of global change research, stimulating the deve...
High-throughput acquisition and analysis of phenotypic data is crucial for plant breeding, as phenot...
The combined power of remote sensing and photogrammetry can be used to assess significant informatio...
Soybean is among the most important crops for food and feed production worldwide. Sustainable and lo...
Abstract Background Image-based plant phenotyping facilitates the extraction of traits noninvasively...
Plant phenotyping enables noninvasive quantification of plant structure andfunction and interactions...
Phenology is the study of the timing of natural events such as the schedule of plant life-cycle even...
Physiological and developmental traits that vary over time are difficult to phenotype under relevant...
The PhenoCam project (http://phenocam.unh.edu/) is tasked with acquiring, processing, and archiving ...
Near-surface cameras, such as those in the PhenoCam network, are a common source of ground truth dat...
CONTEXT: Crop phenology integrates information of how environmental drivers and management practices...
Altered climatic conditions leading to more frequent and intense abiotic events (e.g. drought or hea...
Background: Genetic studies and breeding of agricultural crops frequently involve phenotypic charact...
The high spatial and temporal resolution of data required for high-throughput phenotyping has typica...
Advances in automated plant handling and image acquisition now make it possible to use digital imagi...
Plant phenology has gained importance in the context of global change research, stimulating the deve...
High-throughput acquisition and analysis of phenotypic data is crucial for plant breeding, as phenot...
The combined power of remote sensing and photogrammetry can be used to assess significant informatio...
Soybean is among the most important crops for food and feed production worldwide. Sustainable and lo...
Abstract Background Image-based plant phenotyping facilitates the extraction of traits noninvasively...
Plant phenotyping enables noninvasive quantification of plant structure andfunction and interactions...
Phenology is the study of the timing of natural events such as the schedule of plant life-cycle even...
Physiological and developmental traits that vary over time are difficult to phenotype under relevant...
The PhenoCam project (http://phenocam.unh.edu/) is tasked with acquiring, processing, and archiving ...