Plant Phenomics Open Access Editors-in-Chief: Seishi Ninomiya, Frédéric Baret, Yanfeng Ding, Zong-Ming Cheng
Home Plant Phenomics All Issues Volume 8 Issue 1
Volume 8 Issue 1, February 2026
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Research Article
Research Article | Open Access
High-throughput estimation of sugarcane phenotypic traits using UAV multispectral data under high-density planting conditions
Jinghao Li, Yaning Li, Lei Xu, [...], Jianqiang Yan, Mingmei Duan, Yunhong Zhou, Shichang Yang, Yingguo Xia, Wei Yao, Muqing Zhang, Jiangfeng Huang << Fewer
Published: 21 December 2025
2026, 8(1): 100152
Research Article | Open Access
Deep learning for sorghum yield forecasting using uncrewed aerial systems and lab-derived imagery
Md. Abdullah Al Bari, Aliva Bakshi, Jahid Chowdhury Choton, [...], Swaraj Pramanik, Trevor D. Witt, Doina Caragea, Scott Bean, S.V. Krishna Jagadish, Terry Felderhoff << Fewer
Published: 12 December 2025
2026, 8(1): 100133
Research Article | Open Access
PlantSpecLab: A comprehensive open-source platform for high-throughput plant spectral data processing and phenotypic modeling
Ruoyu Di, Pan Gao, Chengkai Li, [...], Shiwei Ruan, Fei Tan, Weiping Yan, Zhihao Liang, Jingye Liu, Chu Zhang, Wei Xu << Fewer
Published: 23 December 2025
2026, 8(1): 100148
Research Article | Open Access
PlantIF: Multimodal semantic interactive fusion via graph learning for plant disease diagnosis
Xingcai Wu, Jiawei Zhang, Ziang Zou, [...], Chaojie Chen, Ya Yu, Peijia Yu, Yuanyuan Xiao, Qi Wang, W.M.W.W. Kandegama, Gefei Hao << Fewer
Published: 21 October 2025
2026, 8(1): 100132
Research Article | Open Access
The Rapid Anatomics Tool (RAT): A low-cost root anatomical phenotyping platform reveals changes in root anatomy along the root axis
Dylan H. Jones, Juan C. Baca Cabrera, Dominik Behrend, [...], Darren M. Wells, Joel F. Swift, Jonathan A. Atkinson, Maria Schön, Guillaume Lobet, Meredith T. Hanlon, Hannah M. Schneider << Fewer
Published: 22 December 2025
2026, 8(1): 100150
Research Article | Open Access
Img2Variety: Image-based intraspecific varieties identification across the whole growth period
Yongrong Cao, Hong Luo, Rongye Ye, [...], Lun Li, Zishan Wu, Dongmei Tian, Shuhui Song << Fewer
Published: 18 December 2025
2026, 8(1): 100151
Research Article | Open Access
Root segmentation beyond species boundaries: A generalizable framework for anatomical analysis
Yifei Qian, Yong En Kok, George Janes, [...], Princia Nakombo-Gbassault, Brian Atkinson, Jonathan Atkinson, Molly Hanlon, Darren M. Wells, Michael P. Pound << Fewer
Published: 10 December 2025
2026, 8(1): 100146
Research Article | Open Access
Predictions of wheat phenotypic variability by integrating high-throughput phenotyping observations into a crop growth model
Dong Cai, Chen Zhu, Xu Wang, [...], Loic Manceau, Stéphane Jezequel, Mathieu Marguerie, Benoit de Solan, Frédéric Baret, Samuel Buis, Shouyang Liu, Pierre Martre << Fewer
Published: 18 December 2025
2026, 8(1): 100149
Research Article | Open Access
Species-specific tree structural parameters extraction via UAV RGB-LiDAR data and multimodal instance segmentation
Jiansen Wang, Huaiqing Zhang, Hanqing Qiu, [...], Kexin Lei, Hongyan Yu, Xianyin Wang << Fewer
Published: 19 January 2026
2026, 8(1): 100171
Research Article | Open Access
Revealing hierarchical structure of leaf venations via diffusion-refined label-efficient segmentation: Dataset and method
Weizhen Liu, Guangyu Lan, Zhiwen Xing, [...], Jiayu Tan, Jiale Liu, Qingzhong Liu, Dongzi Zhu, Xiaohui Yuan, Nanqing Dong << Fewer
Published: 05 January 2026
2026, 8(1): 100164
Research Article | Open Access
Cross-modal data integration and spectral optimization for enhanced individual apple tree canopy nitrogen concentration estimation using UAV remote sensing
Bo Chen, Ning Zhang, Yanqing Li, [...], Zhuang Li, Xiujuan Chai << Fewer
Published: 20 January 2026
2026, 8(1): 100172
Research Article | Open Access
SOY3DSEG: A high-precision universal point cloud segmentation model for soybean full growth period based on improved point transformer
Jiarui Niu, Junyao Tian, He Zhang, [...], Hansong Zhang, Zhanguo Zhang, Dawei Xin, Qingshan Chen, Rongsheng Zhu << Fewer
Published: 10 January 2026
2026, 8(1): 100167
Research Article | Open Access
In-season estimation of aboveground biomass and yield in winter wheat with a UAV-based LUE model and machine learning
Yapeng Wu, Yuan Xiong, Weiguo Yu, [...], Yangyang Gu, Hengbiao Zheng, Chongya Jiang, Xia Yao, Yan Zhu, Weixing Cao, Tao Cheng << Fewer
Published: 29 December 2025
2026, 8(1): 100162
Research Article | Open Access
Combining RGB imaging with a two-stage deep learning method to reveal genetic variation of wheat sprouting traits
Bingxi Qin, Xiaojing Zhu, Hui Deng, [...], Xin Liu, Qian Wu, Honghao Zhou, Shuming Fan, Haijiang Min, Shaowei Liang, Wei Sang, Mei Huang, Jiawei Chen, Chenzhao Gao, Junhao Tu, Shijie Zhai, Xueli Hu, Mengshi Liu, Yun Zhou, Dong Jiang, Zhen Zhang, Qing Li << Fewer
Published: 12 February 2026
2026, 8(1): 100163
Research Article | Open Access
UAV-based spatial sampling bridges ground measurements and satellite data for multi-scale estimation of sugar beet aboveground biomass
Qing Wang, Chunyu Jiang, Qing Li, [...], Yingpu Che, Jianyi Huang, Shunfu Xiao, Ke Shao, Chen Chen, Lisuo Ren, Yan Guo, Baoguo Li, Yuntao Ma << Fewer
Published: 12 February 2026
2026, 8(1): 100173
Research Article | Open Access
3D reconstruction analysis of maize-soybean intercropping competition under water stress
Shiming Duan, Haochong Chen, Shichao Chen, [...], Xiangyu Li, Zhenjiang Zhou, David Parsons, Julianne Oliveira, Taisheng Du << Fewer
Published: 12 January 2026
2026, 8(1): 100165
Research Article | Open Access
Genetic constraints on in-situ reflectance spectral variation in bermudagrass populations across Hainan Island
Jingxue Zhang, Jiali Shang, Jiangui Liu, [...], Liwen Wang, Mengli Han, Minghui Chen, Chen Chen, Yuhong He, Xuebing Yan << Fewer
Published: 14 January 2026
2026, 8(1): 100168
Research Article | Open Access
Weakly supervised forest canopy extraction and multi-dimensional joint canopy entropy for quantifying canopy structural complexity using large-scale forest UAV LiDAR data
Ke Chen, Honggang Sun, Haiyan Guan, [...], Lanying Wang, Lin Cao, Haohao Zhao, Fujie Zhao << Fewer
Published: 16 January 2026
2026, 8(1): 100169
Research Article | Open Access
Conditional reliability of chlorophyll fluorescence for inferring photosynthesis in Ginkgo biloba: evidence from fluctuating light and drought conditions
Jimei Han, Peng Ding, Lehao Li, [...], Lin Cao, Ying Zhu, Fuliang Cao, Tingting Dai, Gaiping Wang, Fangfang Fu << Fewer
Published: 28 February 2026
2026, 8(1): 100187
Research Article | Open Access
Climate-robust evaluation of alfalfa seed maturity via an EMD-guided deep learning framework using multispectral imaging
Zhicheng Jia, Fang Wang, Jiayi Fu, [...], Ruohong Li, Juan Wang, Tianqi Zhu, Shiqiang Zhao, Chengzhi Lin, Liru Dou, Peisheng Mao << Fewer
Published: 12 February 2026
2026, 8(1): 100184
Research Article | Open Access
Innovative 3D photosynthetic trait assessment of slash pine using drone-LiDAR fusion and machine learning algorithms
Ruiye Yan, Yeqing Peng, Yanjie Li
Published: 03 February 2026
2026, 8(1): 100175
Research Article | Open Access
Leaf-DETR: Progressive adaptive network with lower matching cost for dense leaves detection
Xiaoyang Wan, Yuxiang Wang, Xinyu Dong, [...], Lufu Qin, Xixuan Luo, Peijia Yu, Liang Lei, Chao Sun, Asa Salgadoe, Jingjing Jiang, Qi Wang << Fewer
Published: 17 February 2026
2026, 8(1): 100182
Research Article | Open Access
3D-OGT: 3D organ growth tracking with minimum segmentation
Dawei Li, Zhanjiang Wang, Lizhi Liu, Mengyao Li
Published: 11 February 2026
2026, 8(1): 100181
Research Article | Open Access
Branch architecture reconstruction and phenotypic trait analysis of poplar trees using low-cost UAV LiDAR point clouds
Shangshu Cai, Yong Pang
Published: 06 February 2026
2026, 8(1): 100180
Research Article | Open Access
Multi-sensor phenotyping of yield and yield stability for genotype selection in durum wheat
Jara Jauregui-Besó, Nieves Aparicio, Sara Álvarez, [...], María Teresa Nieto-Taladriz, José Luis Araus, Shawn Carlisle Kefauver << Fewer
Published: 05 February 2026
2026, 8(1): 100178
Research Article | Open Access
Dual-guided asymmetric MP-former for rice root instance segmentation
Yun Liang, Run Zheng, Nifa Wang, [...], Zihao Wu, Dong Wang, Yanxia Zhang << Fewer
Published: 05 February 2026
2026, 8(1): 100177
Dataset Article
Dataset Article | Open Access
MaizeField3D: A curated 3D point cloud and procedural model dataset of field-grown maize from a diversity panel
Elvis Kimara, Mozhgan Hadadi, Jackson Godbersen, [...], Aditya Balu, Talukder Z. Jubery, Yawei Li, Adarsh Krishnamurthy, Patrick S. Schnable, Baskar Ganapathysubramanian << Fewer
Published: 15 December 2025
2026, 8(1): 100108
Software Article
Software Article | Open Access
Leaf Analyzer: A fully automated and open-source tool for high-throughput leaf trait measurement
Tao Hu, Richard Poire, Danielle Way
Published: 26 December 2025
2026, 8(1): 100145
Review Article
Review Article | Open Access
Leveraging UAV hyperspectral imaging for crop physiology and biochemistry: A comprehensive review of feature extraction and selection methods
Liuchang Xu, Luyao Chen, Qianqian Luo, [...], Shuo Zhao, Jianqin Huang, Ketao Wang, Zijia Yang, Xiang Weng, Kai Fang, Hailin Feng << Fewer
Published: 16 December 2025
2026, 8(1): 100141
Review Article | Open Access
Integration of LLMs and VLMs in plant stress phenotyping: From trait recognition to decision support
Elshan Musazade, Isack Ibrahim Mrisho, Jinshan Gao, Xianzhong Feng
Published: 29 December 2025
2026, 8(1): 100161