A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises

SK Zhou, H Greenspan, C Davatzikos… - Proceedings of the …, 2021 - ieeexplore.ieee.org
… However, medical imaging presents unique challenges that confront DL approaches. … traits
of medical imaging, highlight both clinical needs and technical challenges in medical imaging

Crop improvement from phenotyping roots: highlights reveal expanding opportunities

SR Tracy, KA Nagel, JA Postma, H Fassbender… - Trends in plant …, 2020 - cell.com
highlight 11 programs that integrated root traits into germplasm for breeding, relying on
phenotyping. Progress … machine learning to extract new traits from images, and a new conceptual …

Functional trait‐based approaches as a common framework for aquatic ecologists

S Martini, F Larras, A Boyé, E Faure… - Limnology and …, 2021 - Wiley Online Library
… functional traits, including imaging and genomics. Finally, we conclude with a highlight on
… spatial scales for trait applicability and to progress towards the quantification of categorical …

Advances in optical phenotyping of cereal crops

D Sun, K Robbins, N Morales, Q Shu, H Cen - Trends in plant science, 2022 - cell.com
progress and contemporary applications of optical sensing-based phenotyping (OSP)
techniques in cereal crops and highlightimaging is usually used to acquire physiological traits

Advances in hyperspectral remote sensing of vegetation traits and functions

Y Zhang, M Migliavacca, J Penuelas, W Ju - Remote Sensing of …, 2021 - Elsevier
… new products for measuring vegetation functional traits. The progress and direction of new
research … The results demonstrate the benefits of UAV imagery at the centimeter scale for …

Understanding disease progression and improving Alzheimer's disease clinical trials: Recent highlights from the Alzheimer's Disease Neuroimaging Initiative

DP Veitch, MW Weiner, PS Aisen, LA Beckett… - Alzheimer's & …, 2019 - Elsevier
… emission tomography (PET) imaging using the radioligand, flortaucipir ([ 18 F]AV1451), which
aims to clarify the role of tau in Alzheimer's disease (AD) progression, and the use of the β-…

Yielding to the image: How phenotyping reproductive growth can assist crop improvement and production

MF Dreccer, G Molero, C Rivera-Amado, C John-Bejai… - Plant science, 2019 - Elsevier
… This review highlights recent progress towards the quantitative high-throughput … can be
achieved by the development of image analysis pipelines targeting these traits, such as those …

Genetic study of multimodal imaging Alzheimer's disease progression score implicates novel loci

MA Scelsi, RR Khan, M Lorenzi, L Christopher… - Brain, 2018 - academic.oup.com
progression score and it was used as a quantitative trait in a … burden, highlighting the need
for robust imaging biomarkers … genetic study of a progression score for Alzheimer’s disease …

[HTML][HTML] Intercomparison of global foliar trait maps reveals fundamental differences and limitations of upscaling approaches

B Dechant, J Kattge, R Pavlick, FD Schneider… - Remote Sensing of …, 2024 - Elsevier
… Our findings highlight the importance of explicitly accounting for within-grid-cell trait variation,
which … 1), although information from ground-based RGB images was used in addition to …

Plant Functional Traits in Crop Breeding: Advancement and Challenges

D Chaudhary, N Pal, A Arora, BD Prashant… - Plant Functional Traits …, 2024 - Springer
… Recent research highlights the relevance of specific traits in … The frequently used imaging
systems used in HTP with their … functional traits stand as the cornerstone of agricultural progress