Plant Phenomics Open Access Editors-in-Chief: Seishi Ninomiya, Frédéric Baret, Yanfeng Ding, Zong-Ming Cheng
Home Plant Phenomics All Issues Volume 5
Volume 5, 2023
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96 articles
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Research Article | Open Access
Noninvasive Detection of Salt Stress in Cotton Seedlings by Combining Multicolor Fluorescence–Multispectral Reflectance Imaging with EfficientNet-OB2
Jiayi Li, Haiyan Zeng, Chenxin Huang, [...], Libin Wu, Jie Ma, Beibei Zhou, Dapeng Ye, Haiyong Weng << Fewer
Published: 08 December 2023
2023, 5: 0125
Review Article | Open Access
Application of Visible/Near-Infrared Spectroscopy and Hyperspectral Imaging with Machine Learning for High-Throughput Plant Heavy Metal Stress Phenotyping: A Review
Yuanning Zhai, Lei Zhou, Hengnian Qi, [...], Pan Gao, Chu Zhang << Fewer
Published: 30 November 2023
2023, 5: 0124
Database/Software Article | Open Access
Panicle-Cloud: An Open and AI-Powered Cloud Computing Platform for Quantifying Rice Panicles from Drone-Collected Imagery to Enable the Classification of Yield Production in Rice
Zixuan Teng, Jiawei Chen, Jian Wang, [...], Shuixiu Wu, Riqing Chen, Yaohai Lin, Liyan Shen, Robert Jackson, Ji Zhou, Changcai Yang << Fewer
Published: 16 October 2023
2023, 5: 0105
Perspective | Open Access
A Combined Genomics and Phenomics Approach is Needed to Boost Breeding in Sugarcane
Ting Luo, Xiaoyan Liu, Prakash Lakshmanan
Published: 14 July 2023
2023, 5: 0074
Research Article | Open Access
Semi-supervised Counting of Grape Berries in the Field Based on Density Mutual Exclusion
Yanan Li, Yuling Tang, Yifei Liu, Dingrun Zheng
Published: 28 November 2023
2023, 5: 0115
Review Article | Open Access
Crop/Plant Modeling Supports Plant Breeding: Ⅱ. Guidance of Functional Plant Phenotyping for Trait Discovery
Pengpeng Zhang, Jingyao Huang, Yuntao Ma, [...], Xiujuan Wang, Mengzhen Kang, Youhong Song << Fewer
Published: 28 September 2023
2023, 5: 0091
Database/Software Article | Open Access
ExtSpecR: An R Package and Tool for Extracting Tree Spectra from UAV-Based Remote Sensing
Zhuo Liu, Mahmoud Al-Sarayreh, Cong Xu, [...], Federico Tomasetto, Yanjie Li << Fewer
Published: 16 October 2023
2023, 5: 0103
Perspective | Open Access
Can Distributed Ledgers Help to Overcome the Need of Labeled Data for Agricultural Machine Learning Tasks?
Stefan Paulus, Benjamin Leiding
Published: 10 July 2023
2023, 5: 0070
Research Article | Open Access
The Dissection of Nitrogen Response Traits Using Drone Phenotyping and Dynamic Phenotypic Analysis to Explore N Responsiveness and Associated Genetic Loci in Wheat
Guohui Ding, Liyan Shen, Jie Dai, [...], Robert Jackson, Shuchen Liu, Mujahid Ali, Li Sun, Mingxing Wen, Jin Xiao, Greg Deakin, Dong Jiang, Xiu-e Wang, Ji Zhou << Fewer
Published: 22 December 2023
2023, 5: 0128
Review Article | Open Access
Crop/Plant Modeling Supports Plant Breeding: Ⅰ. Optimization of Environmental Factors in Accelerating Crop Growth and Development for Speed Breeding
Yi Yu, Qin Cheng, Fei Wang, [...], Yulei Zhu, Xiaoguang Shang, Ashley Jones, Haohua He, Youhong Song << Fewer
Published: 09 October 2023
2023, 5: 0099
Database/Software Article | Open Access
Coupling Plant Growth Models and Pest and Disease Models: An Interaction Structure Proposal, MIMIC
Houssem E. M. Triki, Fabienne Ribeyre, Fabrice Pinard, Marc Jaeger
Published: 04 August 2023
2023, 5: 0077
Perspective | Open Access
Diversifying Resistance Mechanisms in Cereal Crops Using Microphenomics
Peter M. Dracatos, Stefanie Lück, Dimitar K. Douchkov
Published: 13 February 2023
2023, 5: 0023
Research Article | Open Access
A Pathway to Assess Genetic Variation of Wheat Germplasm by Multidimensional Traits with Digital Images
Tingting Wu, Peng Shen, Jianlong Dai, [...], Yuntao Ma, Yi Feng << Fewer
Published: 22 November 2023
2023, 5: 0119
Review Article | Open Access
Wearable Sensor: An Emerging Data Collection Tool for Plant Phenotyping
Cheng Zhang, Jingjing Kong, Daosheng Wu, [...], Zhiyong Guan, Baoqing Ding, Fadi Chen << Fewer
Published: 04 July 2023
2023, 5: 0051
Database/Software Article | Open Access
BreedingEIS: An Efficient Evaluation Information System for Crop Breeding
Kaijie Qi, Xiao Wu, Chao Gu, [...], Zhihua Xie, Shutian Tao, Shaoling Zhang << Fewer
Published: 14 March 2023
2023, 5: 0029
Research Article | Open Access
Bio-Master: Design and Validation of a High-Throughput Biochemical Profiling Platform for Crop Canopies
Ruowen Liu, Pengyan Li, Zejun Li, [...], Zhenghui Liu, Yanfeng Ding, Wenjuan Li, Shouyang Liu << Fewer
Published: 08 December 2023
2023, 5: 0121
Research Article | Open Access
Bridging Time-series Image Phenotyping and Functional–Structural Plant Modeling to Predict Adventitious Root System Architecture
Sriram Parasurama, Darshi Banan, Kyungdahm Yun, [...], Sharon Doty, Soo-Hyung Kim << Fewer
Published: 21 December 2023
2023, 5: 0127
Research Article | Open Access
LiDAR Is Effective in Characterizing Vine Growth and Detecting Associated Genetic Loci
Elsa Chedid, Komlan Avia, Vincent Dumas, [...], Lionel Ley, Nicolas Reibel, Gisèle Butterlin, Maxime Soma, Raul Lopez-Lozano, Frédéric Baret, Didier Merdinoglu, Éric Duchêne << Fewer
Published: 17 November 2023
2023, 5: 0116
Research Article | Open Access
Making the Genotypic Variation Visible: Hyperspectral Phenotyping in Scots Pine Seedlings
Jan Stejskal, Jaroslav Čepl, Eva Neuwirthová, [...], Olusegun Olaitan Akinyemi, Jiří Chuchlík, Daniel Provazník, Markku Keinänen, Petya Campbell, Jana Albrechtová, Milan Lstibůrek, Zuzana Lhotáková << Fewer
Published: 14 November 2023
2023, 5: 0111
Research Article | Open Access
Estimating Compositions and Nutritional Values of Seed Mixes Based on Vision Transformers
Shamprikta Mehreen, Hervé Goëau, Pierre Bonnet, [...], Sophie Chau, Julien Champ, Alexis Joly << Fewer
Published: 10 November 2023
2023, 5: 0112
Research Article | Open Access
Combinatorial Maps, a New Framework to Model Agroforestry Systems
Laëtitia Lemiere, Marc Jaeger, Marie Gosme, Gérard Subsol
Published: 15 December 2023
2023, 5: 0120
Research Article | Open Access
Point Cloud Completion of Plant Leaves under Occlusion Conditions Based on Deep Learning
Haibo Chen, Shengbo Liu, Congyue Wang, [...], Chaofeng Wang, Kangye Gong, Yuanhong Li, Yubin Lan << Fewer
Published: 15 November 2023
2023, 5: 0117
Research Article | Open Access
GenoDrawing: An Autoencoder Framework for Image Prediction from SNP Markers
Federico Jurado-Ruiz, David Rousseau, Juan A. Botía, Maria José Aranzana
Published: 03 November 2023
2023, 5: 0113
Research Article | Open Access
Lightweight Deep Learning Models for High-Precision Rice Seedling Segmentation from UAV-Based Multispectral Images
Panli Zhang, Xiaobo Sun, Donghui Zhang, [...], Yuechao Yang, Zhenhua Wang << Fewer
Published: 30 November 2023
2023, 5: 0123
Research Article | Open Access
Exploring the Close-Range Detection of UAV-Based Images on Pine Wilt Disease by an Improved Deep Learning Method
Xinquan Ye, Jie Pan, Gaosheng Liu, Fan Shao
Published: 15 December 2023
2023, 5: 0129
Research Article | Open Access
Small and Oriented Wheat Spike Detection at the Filling and Maturity Stages Based on WheatNet
Jianqing Zhao, Yucheng Cai, Suwan Wang, [...], Jiawei Yan, Xiaolei Qiu, Xia Yao, Yongchao Tian, Yan Zhu, Weixing Cao, Xiaohu Zhang << Fewer
Published: 30 October 2023
2023, 5: 0109
Research Article | Open Access
Rotating Stomata Measurement Based on Anchor-Free Object Detection and Stomata Conductance Calculation
Fan Zhang, Bo Wang, Fuhao Lu, Xinhong Zhang
Published: 09 October 2023
2023, 5: 0106
Research Article | Open Access
Screening of Ginkgo Individuals with Superior Growth Structural Characteristics in Different Genetic Groups Using Terrestrial Laser Scanning (TLS) Data
Wen Gao, Xiaoming Yang, Lin Cao, [...], Fuliang Cao, Hao Liu, Quan Qiu, Meng Shen, Pengfei Yu, Yuhua Liu, Xin Shen << Fewer
Published: 22 September 2023
2023, 5: 0092
Research Article | Open Access
Phenotyping of Salvia miltiorrhiza Roots Reveals Associations between Root Traits and Bioactive Components
Junfeng Chen, Yun Wang, Peng Di, [...], Yulong Wu, Shi Qiu, Zongyou Lv, Yuqi Qiao, Yajing Li, Jingfu Tan, Weixu Chen, Ma Yu, Ping Wei, Ying Xiao, Wansheng Chen << Fewer
Published: 02 October 2023
2023, 5: 0098
Research Article | Open Access
Application of an Improved 2-Dimensional High-Throughput Soybean Root Phenotyping Platform to Identify Novel Genetic Variants Regulating Root Architecture Traits
Rahul Chandnani, Tongfei Qin, Heng Ye, [...], Haifei Hu, Karim Panjvani, Mutsutomo Tokizawa, Javier Mora Macias, Alma Armenta Medina, Karine C. Bernardino, Pierre-Luc Pradier, Pankaj Banik, Ashlyn Mooney, Jurandir V. Magalhaes, Henry T. Nguyen, Leon V. Kochian << Fewer
Published: 28 September 2023
2023, 5: 0097
Research Article | Open Access
Frost Damage Index: The Antipode of Growing Degree Days
Flavian Tschurr, Norbert Kirchgessner, Andreas Hund, [...], Lukas Kronenberg, Jonas Anderegg, Achim Walter, Lukas Roth << Fewer
Published: 04 October 2023
2023, 5: 0104
Research Article | Open Access
A Multiscale Point-Supervised Network for Counting Maize Tassels in the Wild
Haoyu Zheng, Xijian Fan, Weihao Bo, [...], Xubing Yang, Tardi Tjahjadi, Shichao Jin << Fewer
Published: 02 October 2023
2023, 5: 0100
Research Article | Open Access
Quantification of the Cumulative Shading Capacity in a Maize–Soybean Intercropping System Using an Unmanned Aerial Vehicle
Min Li, Pengcheng Hu, Di He, [...], Bangyou Zheng, Yan Guo, Yushan Wu, Tao Duan << Fewer
Published: 10 November 2023
2023, 5: 0095
Research Article | Open Access
Detection and Reconstruction of Passion Fruit Branches via CNN and Bidirectional Sector Search
Jiangchuan Bao, Guo Li, Haolan Mo, [...], Tingting Qian, Ming Chen, Shenglian Lu << Fewer
Published: 08 September 2023
2023, 5: 0088
Research Article | Open Access
SPSI: A Novel Composite Index for Estimating Panicle Number in Winter Wheat before Heading from UAV Multispectral Imagery
Yapeng Wu, Wenhui Wang, Yangyang Gu, [...], Hengbiao Zheng, Xia Yao, Yan Zhu, Weixing Cao, Tao Cheng << Fewer
Published: 06 September 2023
2023, 5: 0087
Research Article | Open Access
Drone-Based Harvest Data Prediction Can Reduce On-Farm Food Loss and Improve Farmer Income
Haozhou Wang, Tang Li, Erika Nishida, [...], Yoichiro Kato, Yuya Fukano, Wei Guo << Fewer
Published: 07 September 2023
2023, 5: 0086
Research Article | Open Access
Instance Segmentation and Berry Counting of Table Grape before Thinning Based on AS-SwinT
Wensheng Du, Ping Liu
Published: 29 August 2023
2023, 5: 0085
Research Article | Open Access
Standardizing and Centralizing Datasets for Efficient Training of Agricultural Deep Learning Models
Amogh Joshi, Dario Guevara, Mason Earles
Published: 06 September 2023
2023, 5: 0084
Research Article | Open Access
To What Extent Does Yellow Rust Infestation Affect Remotely Sensed Nitrogen Status?
Alexis Carlier, Sebastien Dandrifosse, Benjamin Dumont, Benoît Mercatoris
Published: 06 September 2023
2023, 5: 0083
Research Article | Open Access
Awn Image Analysis and Phenotyping Using BarbNet
Narendra Narisetti, Muhammad Awais, Muhammad Khan, [...], Frieder Stolzenburg, Nils Stein, Evgeny Gladilin << Fewer
Published: 04 August 2023
2023, 5: 0081
Research Article | Open Access
Eff-3DPSeg: 3D Organ-Level Plant Shoot Segmentation Using Annotation-Efficient Deep Learning
Liyi Luo, Xintong Jiang, Yu Yang, [...], Eugene Roy Antony Samy, Mark Lefsrud, Valerio Hoyos-Villegas, Shangpeng Sun << Fewer
Published: 02 August 2023
2023, 5: 0080
Research Article | Open Access
The Importance of Using Realistic 3D Canopy Models to Calculate Light Interception in the Field
Shunfu Xiao, Shuaipeng Fei, Qing Li, [...], Bingyu Zhang, Haochong Chen, Demin Xu, Zhibo Cai, Kaiyi Bi, Yan Guo, Baoguo Li, Zhen Chen, Yuntao Ma << Fewer
Published: 18 August 2023
2023, 5: 0082
Research Article | Open Access
Few-Shot Learning Enables Population-Scale Analysis of Leaf Traits in Populus trichocarpa
John Lagergren, Mirko Pavicic, Hari B. Chhetri, [...], Larry M. York, Doug Hyatt, David Kainer, Erica M. Rutter, Kevin Flores, Jack Bailey-Bale, Marie Klein, Gail Taylor, Daniel Jacobson, Jared Streich << Fewer
Published: 28 July 2023
2023, 5: 0072
Research Article | Open Access
Deep Learning Enables Instant and Versatile Estimation of Rice Yield Using Ground-Based RGB Images
Yu Tanaka, Tomoya Watanabe, Keisuke Katsura, [...], Yasuhiro Tsujimoto, Toshiyuki Takai, Takashi Sonam Tashi Tanaka, Kensuke Kawamura, Hiroki Saito, Koki Homma, Salifou Goube Mairoua, Kokou Ahouanton, Ali Ibrahim, Kalimuthu Senthilkumar, Vimal Kumar Semwal, Eduardo Jose Graterol Matute, Edgar Corredor, Raafat El-Namaky, Norvie Manigbas, Eduardo Jimmy P. Quilang, Yu Iwahashi, Kota Nakajima, Eisuke Takeuchi, Kazuki Saito << Fewer
Published: 28 July 2023
2023, 5: 0073
Research Article | Open Access
Quantifying Contributions of Different Factors to Canopy Photosynthesis in 2 Maize Varieties: Development of a Novel 3D Canopy Modeling Pipeline
Qingfeng Song, Fusang Liu, Hongyi Bu, Xin-Guang Zhu
Published: 26 July 2023
2023, 5: 0075
Research Article | Open Access
3D U-Net Segmentation Improves Root System Reconstruction from 3D MRI Images in Automated and Manual Virtual Reality Work Flows
Tobias Selzner, Jannis Horn, Magdalena Landl, [...], Andreas Pohlmeier, Dirk Helmrich, Katrin Huber, Jan Vanderborght, Harry Vereecken, Sven Behnke, Andrea Schnepf << Fewer
Published: 28 July 2023
2023, 5: 0076
Research Article | Open Access
Concise Cascade Methods for Transgenic Rice Seed Discrimination using Spectral Phenotyping
Jinnuo Zhang, Xuping Feng, Jian Jin, Hui Fang
Published: 28 July 2023
2023, 5: 0071
Research Article | Open Access
Interaction of Genotype, Environment, and Management on Organ-Specific Critical Nitrogen Dilution Curve in Wheat
Bo Yao, Xiaolong Wang, Yancheng Wang, [...], Tianyang Ye, Enli Wang, Qiang Cao, Xia Yao, Yan Zhu, Weixing Cao, Xiaojun Liu, Liang Tang << Fewer
Published: 02 August 2023
2023, 5: 0078
Research Article | Open Access
Efficient Noninvasive FHB Estimation using RGB Images from a Novel Multiyear, Multirater Dataset
Dominik Rößle, Lukas Prey, Ludwig Ramgraber, [...], Anja Hanemann, Daniel Cremers, Patrick Ole Noack, Torsten Schön << Fewer
Published: 14 July 2023
2023, 5: 0068
Research Article | Open Access
EasyDAM_V3: Automatic Fruit Labeling Based on Optimal Source Domain Selection and Data Synthesis via a Knowledge Graph
Wenli Zhang, Yuxin Liu, Chao Zheng, [...], Guoqiang Cui, Wei Guo << Fewer
Published: 27 July 2023
2023, 5: 0067
Research Article | Open Access
Application of Improved UNet and EnglightenGAN for Segmentation and Reconstruction of In Situ Roots
Qiushi Yu, Jingqi Wang, Hui Tang, [...], Jiaxi Zhang, Wenjie Zhang, Liantao Liu, Nan Wang << Fewer
Published: 06 July 2023
2023, 5: 0066
Research Article | Open Access
Multispectral Phenotyping and Genetic Analyses of Spring Appearance in Greening Plant, Phedimus spp.
Taeko Koji, Hiroyoshi Iwata, Motoyuki Ishimori, [...], Hideki Takanashi, Yuji Yamasaki, Hisashi Tsujimoto << Fewer
Published: 26 June 2023
2023, 5: 0063
Research Article | Open Access
PDDD-PreTrain: A Series of Commonly Used Pre-Trained Models Support Image-Based Plant Disease Diagnosis
Xinyu Dong, Qi Wang, Qianding Huang, [...], Qinglong Ge, Kejun Zhao, Xingcai Wu, Xue Wu, Liang Lei, Gefei Hao << Fewer
Published: 18 May 2023
2023, 5: 0054
Research Article | Open Access
Enhancing Green Fraction Estimation in Rice and Wheat Crops: A Self-Supervised Deep Learning Semantic Segmentation Approach
Yangmingrui Gao, Yinglun Li, Ruibo Jiang, [...], Xiaohai Zhan, Hao Lu, Wei Guo, Wanneng Yang, Yanfeng Ding, Shouyang Liu << Fewer
Published: 18 July 2023
2023, 5: 0064
Research Article | Open Access
FCOS-LSC: A Novel Model for Green Fruit Detection in a Complex Orchard Environment
Ruina Zhao, Yujie Guan, Yuqi Lu, [...], Ze Ji, Xiang Yin, Weikuan Jia << Fewer
Published: 19 July 2023
2023, 5: 0069
Research Article | Open Access
A Generic Model to Estimate Wheat LAI over Growing Season Regardless of the Soil-Type Background
Qiaomin Chen, Bangyou Zheng, Karine Chenu, Scott C. Chapman
Published: 23 May 2023
2023, 5: 0055
Research Article | Open Access
Combining High-Resolution Imaging, Deep Learning, and Dynamic Modeling to Separate Disease and Senescence in Wheat Canopies
Jonas Anderegg, Radek Zenkl, Achim Walter, [...], Andreas Hund, Bruce A. McDonald << Fewer
Published: 22 June 2023
2023, 5: 0053
Research Article | Open Access
Phenotyping Key Fruit Quality Traits in Olive Using RGB Images and Back Propagation Neural Networks
Giuseppe Montanaro, Angelo Petrozza, Laura Rustioni, [...], Francesco Cellini, Vitale Nuzzo << Fewer
Published: 23 June 2023
2023, 5: 0061
Research Article | Open Access
High-Throughput Field Plant Phenotyping: A Self-Supervised Sequential CNN Method to Segment Overlapping Plants
Xingche Guo, Yumou Qiu, Dan Nettleton, Patrick S. Schnable
Published: 18 May 2023
2023, 5: 0052
Research Article | Open Access
Predicting and Visualizing Citrus Color Transformation Using a Deep Mask-Guided Generative Network
Zehan Bao, Weifu Li, Jun Chen, [...], Hong Chen, Vijay John, Chi Xiao, Yaohui Chen << Fewer
Published: 07 June 2023
2023, 5: 0057
Research Article | Open Access
Estimation of Rice Aboveground Biomass by UAV Imagery with Photosynthetic Accumulation Models
Kaili Yang, Jiacai Mo, Shanjun Luo, [...], Yi Peng, Shenghui Fang, Xianting Wu, Renshan Zhu, Yuanjin Li, Ningge Yuan, Cong Zhou, Yan Gong << Fewer
Published: 31 May 2023
2023, 5: 0056
Research Article | Open Access
CountShoots: Automatic Detection and Counting of Slash Pine New Shoots Using UAV Imagery
Xia Hao, Yue Cao, Zhaoxu Zhang, [...], Federico Tomasetto, Weiqi Yan, Cong Xu, Qifu Luan, Yanjie Li << Fewer
Published: 10 July 2023
2023, 5: 0065
Research Article | Open Access
Global Wheat Head Detection Challenges: Winning Models and Application for Head Counting
Etienne David, Franklin Ogidi, Daniel Smith, [...], Scott Chapman, Benoit de Solan, Wei Guo, Frederic Baret, Ian Stavness << Fewer
Published: 26 June 2023
2023, 5: 0059
Research Article | Open Access
Knowledge Distillation Facilitates the Lightweight and Efficient Plant Diseases Detection Model
Qianding Huang, Xingcai Wu, Qi Wang, [...], Xinyu Dong, Yongbin Qin, Xue Wu, Yangyang Gao, Gefei Hao << Fewer
Published: 28 June 2023
2023, 5: 0062
Research Article | Open Access
Classification of Plant Endogenous States Using Machine Learning-Derived Agricultural Indices
Sally Shuxian Koh, Kapil Dev, Javier Jingheng Tan, [...], Valerie Xinhui Teo, Shuyan Zhang, Dinish U.S., Malini Olivo, Daisuke Urano << Fewer
Published: 27 June 2023
2023, 5: 0060
Research Article | Open Access
A Strategy for the Acquisition and Analysis of Image-Based Phenome in Rice during the Whole Growth Period
Zhixin Tang, Zhuo Chen, Yuan Gao, [...], Ruxian Xue, Zedong Geng, Qingyun Bu, Yanyan Wang, Xiaoqian Chen, Yuqiang Jiang, Fan Chen, Wanneng Yang, Weijuan Hu << Fewer
Published: 08 June 2023
2023, 5: 0058
Research Article | Open Access
An Effective Image-Based Tomato Leaf Disease Segmentation Method Using MC-UNet
Yubao Deng, Haoran Xi, Guoxiong Zhou, [...], Aibin Chen, Yanfeng Wang, Liujun Li, Yahui Hu << Fewer
Published: 15 May 2023
2023, 5: 0049
Research Article | Open Access
A Mechanistic Model for Estimating Rice Photosynthetic Capacity and Stomatal Conductance from Sun-Induced Chlorophyll Fluorescence
Hao Ding, Zihao Wang, Yongguang Zhang, [...], Ji Li, Li Jia, Qiting Chen, Yanfeng Ding, Songhan Wang << Fewer
Published: 09 May 2023
2023, 5: 0047
Research Article | Open Access
A Novel Feature Selection Strategy Based on Salp Swarm Algorithm for Plant Disease Detection
Xiaojun Xie, Fei Xia, Yufeng Wu, [...], Shouyang Liu, Ke Yan, Huanliang Xu, Zhiwei Ji << Fewer
Published: 11 May 2023
2023, 5: 0039
Research Article | Open Access
Analyzing Nitrogen Effects on Rice Panicle Development by Panicle Detection and Time-Series Tracking
Qinyang Zhou, Wei Guo, Na Chen, [...], Ze Wang, Ganghua Li, Yanfeng Ding, Seishi Ninomiya, Yue Mu << Fewer
Published: 23 June 2023
2023, 5: 0048
Research Article | Open Access
Self-Supervised Plant Phenotyping by Combining Domain Adaptation with 3D Plant Model Simulations: Application to Wheat Leaf Counting at Seedling Stage
Yinglun Li, Xiaohai Zhan, Shouyang Liu, [...], Hao Lu, Ruibo Jiang, Wei Guo, Scott Chapman, Yufeng Ge, Benoit de Solan, Yanfeng Ding, Frédéric Baret << Fewer
Published: 11 April 2023
2023, 5: 0041
Research Article | Open Access
A Precise Image-Based Tomato Leaf Disease Detection Approach Using PLPNet
Zhiwen Tang, Xinyu He, Guoxiong Zhou, [...], Aibin Chen, Yanfeng Wang, Liujun Li, Yahui Hu << Fewer
Published: 12 May 2023
2023, 5: 0042
Research Article | Open Access
Determination of Fv/Fm from Chlorophyll a Fluorescence without Dark Adaptation by an LSSVM Model
Qian Xia, Hao Tang, Lijiang Fu, [...], Jinglu Tan, Govindjee Govindjee, Ya Guo << Fewer
Published: 30 March 2023
2023, 5: 0034
Research Article | Open Access
A Tea Buds Counting Method Based on YOLOv5 and Kalman Filter Tracking Algorithm
Yang Li, Rong Ma, Rentian Zhang, [...], Yifan Cheng, Chunwang Dong << Fewer
Published: 30 March 2023
2023, 5: 0030
Research Article | Open Access
Analyzing Changes in Maize Leaves Orientation due to GxExM Using an Automatic Method from RGB Images
Mario Serouart, Raul Lopez-Lozano, Gaëtan Daubige, [...], Maëva Baumont, Brigitte Escale, Benoit De Solan, Frédéric Baret << Fewer
Published: 09 May 2023
2023, 5: 0046
Research Article | Open Access
Multi-Source Data Fusion Improves Time-Series Phenotype Accuracy in Maize under a Field High-Throughput Phenotyping Platform
Yinglun Li, Weiliang Wen, Jiangchuan Fan, [...], Wenbo Gou, Shenghao Gu, Xianju Lu, Zetao Yu, Xiaodong Wang, Xinyu Guo << Fewer
Published: 21 April 2023
2023, 5: 0043
Research Article | Open Access
WRA-Net: Wide Receptive Field Attention Network for Motion Deblurring in Crop and Weed Image
Chaeyeong Yun, Yu Hwan Kim, Sung Jae Lee, [...], Su Jin Im, Kang Ryoung Park << Fewer
Published: 05 April 2023
2023, 5: 0031
Research Article | Open Access
Potential of Establishing the Universal Critical Nitrogen Dilution Curve for Japonica Rice
Zhaopeng Fu, Rui Zhang, Jiayi Zhang, [...], Ke Zhang, Qiang Cao, Yongchao Tian, Yan Zhu, Weixing Cao, Xiaojun Liu << Fewer
Published: 27 March 2023
2023, 5: 0036
Research Article | Open Access
From Laboratory to Field: Unsupervised Domain Adaptation for Plant Disease Recognition in the Wild
Xinlu Wu, Xijian Fan, Peng Luo, [...], Sruti Das Choudhury, Tardi Tjahjadi, Chunhua Hu << Fewer
Published: 28 March 2023
2023, 5: 0038
Research Article | Open Access
Generating 3D Multispectral Point Clouds of Plants with Fusion of Snapshot Spectral and RGB-D Images
Pengyao Xie, Ruiming Du, Zhihong Ma, Haiyan Cen
Published: 03 April 2023
2023, 5: 0040
Research Article | Open Access
Process-Based Crop Modeling for High Applicability with Attention Mechanism and Multitask Decoders
Taewon Moon, Dongpil Kim, Sungmin Kwon, Jung Eek Son
Published: 13 April 2023
2023, 5: 0035
Research Article | Open Access
Benchmarking Self-Supervised Contrastive Learning Methods for Image-Based Plant Phenotyping
Franklin C. Ogidi, Mark G. Eramian, Ian Stavness
Published: 03 April 2023
2023, 5: 0037
Research Article | Open Access
Hyperspectral Remote Sensing for Phenotyping the Physiological Drought Response of Common and Tepary Bean
Christopher YS Wong, Matthew E Gilbert, Marshall A Pierce, [...], Travis A Parker, Antonia Palkovic, Paul Gepts, Troy S Magney, Thomas N Buckley << Fewer
Published: 16 January 2023
2023, 5: 0021
Research Article | Open Access
Prediction of Needle Physiological Traits Using UAV Imagery for Breeding Selection of Slash Pine
Xiaoyun Niu, Zhaoying Song, Cong Xu, [...], Haoran Wu, Qifu Luan, Jingmin Jiang, Yanjie Li << Fewer
Published: 15 March 2023
2023, 5: 0028
Research Article | Open Access
Phenotyping of Silique Morphology in Oilseed Rape Using Skeletonization with Hierarchical Segmentation
Zhihong Ma, Ruiming Du, Jiayang Xie, [...], Dawei Sun, Hui Fang, Lixi Jiang, Haiyan Cen << Fewer
Published: 15 March 2023
2023, 5: 0027
Research Article | Open Access
Improved Field-Based Soybean Seed Counting and Localization with Feature Level Considered
Jiangsan Zhao, Akito Kaga, Tetsuya Yamada, [...], Kunihiko Komatsu, Kaori Hirata, Akio Kikuchi, Masayuki Hirafuji, Seishi Ninomiya, Wei Guo << Fewer
Published: 15 March 2023
2023, 5: 0026
Research Article | Open Access
Semi-Self-Supervised Learning for Semantic Segmentation in Images with Dense Patterns
Keyhan Najafian, Alireza Ghanbari, Mahdi Sabet Kish, [...], Mark Eramian, Gholam Hassan Shirdel, Ian Stavness, Lingling Jin, Farhad Maleki << Fewer
Published: 24 February 2023
2023, 5: 0025
Research Article | Open Access
Dynamic UAV Phenotyping for Rice Disease Resistance Analysis Based on Multisource Data
Xiulin Bai, Hui Fang, Yong He, [...], Jinnuo Zhang, Mingzhu Tao, Qingguan Wu, Guofeng Yang, Yuzhen Wei, Yu Tang, Lie Tang, Binggan Lou, Shuiguang Deng, Yong Yang, Xuping Feng << Fewer
Published: 16 January 2023
2023, 5: 0019
Research Article | Open Access
Phenotypic Analysis of Diseased Plant Leaves Using Supervised and Weakly Supervised Deep Learning
Lei Zhou, Qinlin Xiao, Mohanmed Farag Taha, [...], Chengjia Xu, Chu Zhang << Fewer
Published: 16 January 2023
2023, 5: 0022
Research Article | Open Access
The Gray Mold Spore Detection of Cucumber Based on Microscopic Image and Deep Learning
Kaiyu Li, Xinyi Zhu, Chen Qiao, [...], Lingxian Zhang, Wei Gao, Yong Wang << Fewer
Published: 10 January 2023
2023, 5: 0011
Research Article | Open Access
From Prototype to Inference: A Pipeline to Apply Deep Learning in Sorghum Panicle Detection
Chrisbin James, Yanyang Gu, Andries Potgieter, [...], Etienne David, Simon Madec, Wei Guo, Frédéric Baret, Anders Eriksson, Scott Chapman << Fewer
Published: 16 January 2023
2023, 5: 0017
Research Article | Open Access
Rice Plant Counting, Locating, and Sizing Method Based on High-Throughput UAV RGB Images
Xiaodong Bai, Pichao Liu, Zhiguo Cao, [...], Hao Lu, Haipeng Xiong, Aiping Yang, Zhe Cai, Jianjun Wang, Jianguo Yao << Fewer
Published: 30 January 2023
2023, 5: 0020
Research Article | Open Access
A Novel Intelligent System for Dynamic Observation of Cotton Verticillium Wilt
Chenglong Huang, Zhongfu Zhang, Xiaojun Zhang, [...], Li Jiang, Xiangdong Hua, Junli Ye, Wanneng Yang, Peng Song, Longfu Zhu << Fewer
Published: 10 January 2023
2023, 5: 0013
Research Article | Open Access
Pleiotropy Structures Plant Height and Seed Weight Scaling in Barley despite Long History of Domestication and Breeding Selection
Tianhua He, Tefera Tolera Angessa, Chengdao Li
Published: 30 January 2023
2023, 5: 0015
Research Article | Open Access
TrichomeYOLO: A Neural Network for Automatic Maize Trichome Counting
Jie Xu, Jia Yao, Hang Zhai, [...], Qimeng Li, Qi Xu, Ying Xiang, Yaxi Liu, Tianhong Liu, Huili Ma, Yan Mao, Fengkai Wu, Qingjun Wang, Xuanjun Feng, Jiong Mu, Yanli Lu << Fewer
Published: 28 February 2023
2023, 5: 0024
Research Article | Open Access
Quantification of Photosynthetic Pigments in Neopyropia yezoensis Using Hyperspectral Imagery
Shuai Che, Guoying Du, Xuefeng Zhong, [...], Zhaolan Mo, Zhendong Wang, Yunxiang Mao << Fewer
Published: 10 January 2023
2023, 5: 0012