Abstract: Digital imagery can help to quantify seasonal changes in desirable crop phenotypes that can be treated as quantitative traits. Because limitations in precise and functional phenotyping restrain genetic improvement in the post-genomic era, imagery-based phenomics could become the next breakthrough to accelerate genetic gains in field crops. Whereas many phenomic studies focus on exploratory analysis of spectral data without obvious interpretative value, we used field images to directly measure soybean canopy development from phenological stage V2 to R5. Over three years, we collected imagery using ground and aerial platforms of a large and diverse nested association panel comprising 5,555 lines. Genome-wide association analysis of canopy coverage across sampling dates detected a large quantitative trait locus on soybean (Glycine max, L. Merr.) chromosome 19. This QTL provided an increase in yield of 47.3 kg·ha?1.

Abstract: A fertilizer product that may be comprised of soy protein and one or more species of beneficial microbes that aid in plant nourishment and soil enhancement, where the beneficial microbes include Archae microbes and may include bacterial microbes.

Abstract: A fertilizer that may be comprised of water soluble soy protein and one or more species of beneficial microbes that aid in plant nourishment and soil enhancement, where the beneficial microbes may be Bacteria or Archae microbes.

Abstract: Multilayer UAS image ortho-mosaics is used to help remote sensing, agronomy and plant breeding (especially field-based high-throughput phenotyping).

Abstract: Digital imagery can help to quantify seasonal changes in desirable crop phenotypes that can be treated as quantitative traits. Because limitations in precise and functional phenotyping restrain genetic improvement in the post-genomic era, imagery-based phenomics could become the next breakthrough to accelerate genetic gains in field crops. Whereas many phenomic studies focus on exploratory analysis of spectral data without obvious interpretative value, we used field images to directly measure soybean canopy development from phenological stage V2 to R5. Over three years, we collected imagery using ground and aerial platforms of a large and diverse nested association panel comprising 5,555 lines. Genome-wide association analysis of canopy coverage across sampling dates detected a large quantitative trait locus on soybean (Glycine max, L. Merr.) chromosome 19. This QTL provided an increase in yield of 47.3 kg·ha?1.

Abstract: A fertilizer that may be comprised of water soluble soy protein and one or more species of beneficial microbes that aid in plant nourishment and soil enhancement, where the beneficial microbes may be Bacteria or Archae microbes.