Soybean yield formation physiology–a foundation for precision breeding based improvement

JT Vogel, W Liu, P Olhoft, SJ Crafts-Brandner… - Frontiers in plant …, 2021 - frontiersin.org
The continued improvement of crop yield is a fundamental driver in agriculture and is the
goal of both plant breeders and researchers. Plant breeders have been remarkably …

[HTML][HTML] Cyber-agricultural systems for crop breeding and sustainable production

S Sarkar, B Ganapathysubramanian, A Singh… - Trends in Plant …, 2023 - cell.com
The cyber-agricultural system (CAS) represents an overarching framework of agriculture that
leverages recent advances in ubiquitous sensing, artificial intelligence, smart actuators, and …

A multiscale point-supervised network for counting maize tassels in the wild

H Zheng, X Fan, W Bo, X Yang, T Tjahjadi, S Jin - Plant Phenomics, 2023 - spj.science.org
Accurate counting of maize tassels is essential for monitoring crop growth and estimating
crop yield. Recently, deep-learning-based object detection methods have been used for this …

[HTML][HTML] Global wheat head detection 2021: An improved dataset for benchmarking wheat head detection methods

E David, M Serouart, D Smith, S Madec… - Plant …, 2021 - spj.science.org
Abstract The Global Wheat Head Detection (GWHD) dataset was created in 2020 and has
assembled 193,634 labelled wheat heads from 4700 RGB images acquired from various …

[HTML][HTML] UAS-based plant phenotyping for research and breeding applications

W Guo, ME Carroll, A Singh, TL Swetnam… - Plant …, 2021 - spj.science.org
Unmanned aircraft system (UAS) is a particularly powerful tool for plant phenotyping, due to
reasonable cost of procurement and deployment, ease and flexibility for control and …

High-throughput field crop phenotyping: current status and challenges

S Ninomiya - Breeding Science, 2022 - jstage.jst.go.jp
In contrast to the rapid advances made in plant genotyping, plant phenotyping is considered
a bottleneck in plant science. This has promoted high-throughput plant phenotyping (HTP) …

Unoccupied aerial systems imagery for phenotyping in cotton, maize, soybean, and wheat breeding

AW Herr, A Adak, ME Carroll, D Elango, S Kar… - Crop …, 2023 - Wiley Online Library
High‐throughput phenotyping (HTP) with unoccupied aerial systems (UAS), consisting of
unoccupied aerial vehicles (UAV; or drones) and sensor (s), is an increasingly promising …

YOLO POD: a fast and accurate multi-task model for dense Soybean Pod counting

S Xiang, S Wang, M Xu, W Wang, W Liu - Plant methods, 2023 - Springer
Background The number of soybean pods is one of the most important indicators of soybean
yield, pod counting is crucial for yield estimation, cultivation management, and variety …

Multi-omics techniques for soybean molecular breeding

P Cao, Y Zhao, F Wu, D Xin, C Liu, X Wu, J Lv… - International Journal of …, 2022 - mdpi.com
Soybean is a major crop that provides essential protein and oil for food and feed. Since its
origin in China over 5000 years ago, soybean has spread throughout the world, becoming …

Improved field-based soybean seed counting and localization with feature level considered

J Zhao, A Kaga, T Yamada, K Komatsu, K Hirata… - Plant …, 2023 - spj.science.org
Developing automated soybean seed counting tools will help automate yield prediction
before harvesting and improving selection efficiency in breeding programs. An integrated …