GenoDrawing: An Autoencoder Framework for Image Prediction from SNP Markers [0.03%]
GenoDrawing: 用于从SNP标记预测图像的自动编码框架
Federico Jurado-Ruiz,David Rousseau,Juan A Botía et al.
Federico Jurado-Ruiz et al.
Advancements in genome sequencing have facilitated whole-genome characterization of numerous plant species, providing an abundance of genotypic data for genomic analysis. Genomic selection and neural networks (NNs), particularly deep learni...
Global Wheat Head Detection Challenges: Winning Models and Application for Head Counting [0.03%]
全球小麦穗检测挑战：获胜模型及在计数中的应用
Etienne David,Franklin Ogidi,Daniel Smith et al.
Etienne David et al.
Data competitions have become a popular approach to crowdsource new data analysis methods for general and specialized data science problems. Data competitions have a rich history in plant phenotyping, and new outdoor field datasets have the...
Application of Visible/Near-Infrared Spectroscopy and Hyperspectral Imaging with Machine Learning for High-Throughput Plant Heavy Metal Stress Phenotyping: A Review [0.03%]
可见/近红外光谱与高光谱成像结合机器学习在植物重金属胁迫表型高通量鉴定中的应用：综述
Yuanning Zhai,Lei Zhou,Hengnian Qi et al.
Yuanning Zhai et al.
Heavy metal pollution is becoming a prominent stress on plants. Plants contaminated with heavy metals undergo changes in external morphology and internal structure, and heavy metals can accumulate through the food chain, threatening human h...
Point Cloud Completion of Plant Leaves under Occlusion Conditions Based on Deep Learning [0.03%]
基于深度学习的遮挡条件下植物叶片点云补全技术
Haibo Chen,Shengbo Liu,Congyue Wang et al.
Haibo Chen et al.
The utilization of 3-dimensional point cloud technology for non-invasive measurement of plant phenotypic parameters can furnish important data for plant breeding, agricultural production, and diverse research applications. Nevertheless, the...
Deep Learning Enables Instant and Versatile Estimation of Rice Yield Using Ground-Based RGB Images [0.03%]
深度学习利用基于地面的RGB图像实现水稻产量的即时和 versatile 估计
Yu Tanaka,Tomoya Watanabe,Keisuke Katsura et al.
Yu Tanaka et al.
Rice (Oryza sativa L.) is one of the most important cereals, which provides 20% of the world's food energy. However, its productivity is poorly assessed especially in the global South. Here, we provide a first study to perform a deep-learni...
Narendra Narisetti,Muhammad Awais,Muhammad Khan et al.
Narendra Narisetti et al.
Consideration of the properties of awns is important for the phenotypic description of grain crops. Awns have a number of important functions in grasses, including assimilation, mechanical protection, and seed dispersal and burial. An impor...
CountShoots: Automatic Detection and Counting of Slash Pine New Shoots Using UAV Imagery [0.03%]
CountShoots：利用无人机影像对马尾松新梢进行自动检测与计数
Xia Hao,Yue Cao,Zhaoxu Zhang et al.
Xia Hao et al.
The density of new shoots on pine trees is an important indicator of their growth and photosynthetic capacity. However, traditional methods to monitor new shoot density rely on manual and destructive measurements, which are labor-intensive ...
Automatic Root Length Estimation from Images Acquired In Situ without Segmentation [0.03%]
从现场获取的图像中自动估计根长而不进行分割
Faina Khoroshevsky,Kaining Zhou,Sharon Chemweno et al.
Faina Khoroshevsky et al.
Image-based root phenotyping technologies, including the minirhizotron (MR), have expanded our understanding of the in situ root responses to changing environmental conditions. The conventional manual methods used to analyze MR images are t...
Genome-Wide Network Analysis of Above- and Below-Ground Co-growth in Populus euphratica [0.03%]
毛白杨地上部和地下部协同生长的全基因组网络分析
Kaiyan Lu,Huiying Gong,Dengcheng Yang et al.
Kaiyan Lu et al.
Tree growth is the consequence of developmental interactions between above- and below-ground compartments. However, a comprehensive view of the genetic architecture of growth as a cohesive whole is poorly understood. We propose a systems bi...
The Dissection of Nitrogen Response Traits Using Drone Phenotyping and Dynamic Phenotypic Analysis to Explore N Responsiveness and Associated Genetic Loci in Wheat [0.03%]
利用无人机表型和动态表型分析解剖氮反应性状以探索小麦中的氮反应性和相关遗传位点
Guohui Ding,Liyan Shen,Jie Dai et al.
Guohui Ding et al.
Inefficient nitrogen (N) utilization in agricultural production has led to many negative impacts such as excessive use of N fertilizers, redundant plant growth, greenhouse gases, long-lasting toxicity in ecosystem, and even effect on human ...