Plant Phenomics Open Access Editors-in-Chief: Seishi Ninomiya, Frédéric Baret, Yanfeng Ding, Zong-Ming Cheng
Home Plant Phenomics All Issues Volume 8 Issue 2
Volume 8 Issue 2, July 2026
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33 articles
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Research Article
Research Article | Open Access
Edge computing-based computer vision and deep transfer learning for high-throughput assessment of Aspergillus flavus infection in crop seeds
Libin Wu, Liangliang Zhu, Haiyong Weng, [...], Guoping Chen, Hongfei Liu, Yande Liu, Dapeng Ye << Fewer
Published: 18 September 2025
2026, 8(2): 100110
Research Article | Open Access
Spatially resolved analysis of growth dynamics in pome and drupe fruits of Rosaceae using 3D Gaussian Splatting
Ayame Shimbo, Soichiro Nishiyama, Akane Kusumi, [...], Takuya Morimoto, Hisayo Yamane, Akihiro Itai, Ryutaro Tao << Fewer
Published: 09 January 2026
2026, 8(2): 100166
Research Article | Open Access
CLIP-TLNet: Canopy light interception prediction with Transformer-LSTM network through 3D complexity-temporal dynamics modeling
Meng Yang, Yuying Gao, Benye Xi, [...], Xin Wang, Qingqing Huang, Weiliang Meng << Fewer
Published: 27 January 2026
2026, 8(2): 100170
Research Article | Open Access
Unraveling plant phenotype to genotype associations with daily hyperspectral traits in Populus trichocarpa
Marie C. Klein, Christopher YS. Wong, J. Grey Monroe, [...], Jack Bailey-Bale, Thomas N. Buckley, Jin-Gui Chen, Mengjun Shu, Timothy J. Tschaplinski, Gerald A. Tuskan, Troy S. Magney, Gail Taylor << Fewer
Published: 27 March 2026
2026, 8(2): 100174
Research Article | Open Access
Fine-grained 3D rice phenotyping via multi-scale NeRF and multimodal segmentation
Fang Qu, Longhui Fang, Juncai Wang, [...], Wei Zhang, Wentao Song, He Huang, Youqiang Sun << Fewer
Published: 06 February 2026
2026, 8(2): 100176
Research Article | Open Access
Remote sensing data and machine learning models estimate sorghum grain yield in a plant breeding program
N. Ace Pugh, Andrew Young, Matthew Nesbitt, Chad Hayes
Published: 05 February 2026
2026, 8(2): 100179
Research Article | Open Access
Synchronized UAV multi-angle inversion of canopy structure parameters in wheat breeding materials
Zhiwen Mi, Jinya Su, Qifan Chen, [...], Bingyou Ding, Tengfei Han, Qifan Wang, Yiyan Fan, Dejun Han, Jianhui Wu, Fahu Xu, Baofeng Su << Fewer
Published: 12 February 2026
2026, 8(2): 100183
Research Article | Open Access
Atlas-based spatiotemporal MRI phenotyping of 3D fungal spread in grapevine wood
Gargee Phukon, Maïda Cardoso, Christophe Goze-Bac, [...], Loïc Le Cunff, Jean-Luc Verdeil, Cédric Moisy, Romain Fernandez << Fewer
Published: 30 March 2026
2026, 8(2): 100185
Research Article | Open Access
Hyperbolic topological data analysis mapper reveals dynamic trait–environment patterns in plant phenomics
Jan Zdražil, Lingping Kong, Lukáš Spíchal, [...], Václav Snášel, Nuria De Diego << Fewer
Published: 27 February 2026
2026, 8(2): 100186
Research Article | Open Access
DBGCN: Dual-branch Graph Convolutional Network for organ instance inference on sparsely labeled 3D plant data
Dawei Li, Zhaoyi Zhou, Si Yang, Weiliang Wen
Published: 09 March 2026
2026, 8(2): 100188
Research Article | Open Access
Pubescence color classification in soybean breeding using aerial images and the Random Forest machine learning algorithm
Osvaldo M. Pérez, Brian W. Diers, Nicolas F. Martin
Published: 23 March 2026
2026, 8(2): 100189
Research Article | Open Access
Low-annotation apple flower counting: A color-SAM enhanced and uncertainty-guided semi-supervised framework
Yu Wang, Xuchao Guo, Jingzhong Huang, [...], Chengyu Chen, Xiangfei Zhuge, Wen Chu, Xia Hao << Fewer
Published: 03 March 2026
2026, 8(2): 100190
Research Article | Open Access
A parallel resnet-transformer and cross-modal attention network for identification of rice blast resistance using UAV-based visible-infrared imagery
Huasheng Huang, Zibin Zhou, Tao Guo, [...], Aqing Yang, Jiajun Zhuang, Zhiping Tan, Mingwei Fang, Yu Tang << Fewer
Published: 02 March 2026
2026, 8(2): 100191
Research Article | Open Access
Synthetic-augmented multimodal deep learning fuses dual-angle RGB images and phenology to unlock genotype-informative canopy structural trait in wheat
Zhenming Song, Chen Zhu, Rui Yu, [...], Pingtao Jiang, Yangmingrui Gao, Benoit de Solan, Jianhui Wu, Dejun Han, Yanfeng Ding, Frédéric Baret, Ruixi Han, Shouyang Liu << Fewer
Published: 02 March 2026
2026, 8(2): 100192
Research Article | Open Access
Contrastive multi-view representation learning for multi-camera plant phenotyping: A cotton field study
Daniel Petti, Changying Li, Ninghao Liu
Published: 06 March 2026
2026, 8(2): 100193
Research Article | Open Access
Leveraging time-series point clouds for dynamic crop canopy monitoring: Quantifying phenotypic variability and assessing leaf-level photosynthetic contributions
Jiaren Zhou, Yu Zhang, Man Zhang, [...], Mengqi Zhang, Qingfeng Song, Xin-Guang Zhu, Minjuan Wang << Fewer
Published: 04 March 2026
2026, 8(2): 100194
Research Article | Open Access
InspectGaussian: Large-scale coarse-to-fine Gaussian reconstruction for orchard inspection robots
Li Zhang, Zehan Bao, Hong Chen, [...], Hanwen Kang, Weifu Li, Yaohui Chen << Fewer
Published: 14 March 2026
2026, 8(2): 100195
Research Article | Open Access
Early screening of salt-tolerant and high-yielding rice varieties via cost-effective UAV data
Xintong Zhang, Shaochen Li, Min Wang, [...], Tao Wang, Lei Zhou, Chengqian Shi, Jianling Tang, Jingjing Wang, Guosheng Xiong, Yu Zhang, Shichao Jin, Yanfeng Ding, Yufeng Wu << Fewer
Published: 06 March 2026
2026, 8(2): 100196
Research Article | Open Access
Quantification of lettuce leaf DUS test traits and phenotypic fingerprint construction for variety identification
Guangjie Qiu, Weiliang Wen, Xiaoqian Chen, [...], Chuanyu Wang, Si Yang, Xinyu Guo, Chunjiang Zhao << Fewer
Published: 06 March 2026
2026, 8(2): 100197
Research Article | Open Access
Hyperspectral imaging meets 3D Gaussian Splatting: A novel approach beyond 3D plant morphology
Wenzhe Deng, Tingting Wu, Zhichao Ni, [...], Yajie Liu, Hanyue Jia, Qingping Ling << Fewer
Published: 12 March 2026
2026, 8(2): 100198
Research Article | Open Access
High-throughput phenotyping of wheat ear surface area and ear density in the field
Marie-Pia D'Argaignon, Raul Lopez-Lozano, Sylvain Jay, [...], Aurélien Ausset, Bruno Berthon, Philippe Burger, Romain Chapuis, Benoît de Solan, Antonin Grau, Florian Larue, Romane Le-Roy, Rémy Marandel, Vincent Mercier, Mathieu Roy, Gilles Tison, Frédéric Venault, Pierre Martre << Fewer
Published: 09 March 2026
2026, 8(2): 100199
Research Article | Open Access
Plant3R: Fusing 3D feature learning with Gaussian splatting to enhance wheat plant 3D reconstruction precision
Jiateng Ma, Xiaolong Hu, Liangsheng Shi, [...], Yufan Zhang, Yixiang Jiang, Hao Zhang, Shuo Duan << Fewer
Published: 21 March 2026
2026, 8(2): 100200
Research Article | Open Access
3D point cloud driven organ semantic segmentation to assess maize structural responses along the planting-density gradient
Shichen Cai, Yinglun Li, Weiliang Wen, [...], Sheng Wu, Yuhao Zhang, Xiaofen Ge, Keru Wang, Boyuan Zhao, Xinyu Guo << Fewer
Published: 20 March 2026
2026, 8(2): 100201
Research Article | Open Access
VE-MLM: A variable endmember-based multilinear mixing framework for crop FAPAR estimation using UAV multispectral imagery
Ningge Yuan, Yadong Liu, Chaoran Zhang, [...], Yuanjin Li, Longfei Ma, Yi Peng, Xianting Wu, Renshan Zhu, Yan Gong, Shenghui Fang << Fewer
Published: 04 April 2026
2026, 8(2): 100202
Research Article | Open Access
Leaf to Root: Harnessing leaf spectral signatures for non-destructive monitoring of soybean nodule traits
K.H. Cheng, Kejing Fan, Xiewang Gao, [...], Liping Wang, Hui Zhang, Feng Zhang, Fuk-Ling Wong, Zhihui Wang, Jin Wu, Shichao Jin, Hon-Ming Lam << Fewer
Published: 24 March 2026
2026, 8(2): 100203
Research Article | Open Access
GrowScreen-Rhizo 3 - automated large-scale high throughput greenhouse phenotyping of plant root and shoot development
Laura Verena Junker-Frohn, Henning Lenz, Shiyan Jia, [...], Alexander Putz, Jens Wilhelm, Constantin Eiteneuer, Sascha Adels, Olaf Mück, Anna Galinski, Jonas Lentz, Fabio Fiorani, Mark Müller-Linow, Kerstin A. Nagel << Fewer
Published: 23 April 2026
2026, 8(2): 100213
Research Article | Open Access
BloomSight: An ultra-high-frequency phenotyping framework for diurnal flowering dynamics in japonica and indica rice to enable genetic dissection and hybrid-breeding applications
Gang Sun, Fangjun Feng, Dong Wang, [...], Lei Ju, Xiaoyan Xu, Ming Yan, Zhenting Chen, Peiqing Fan, Dapu Liu, Greg Deakin, Hanwei Mei, Ji Zhou << Fewer
Published: 17 April 2026
2026, 8(2): 100215
Research Article | Open Access
OPAL-Flow: Orientation-aware rice panicle detection and minute-scale anthesis rhythm identification under field conditions
Yang Zhang, Yue Mu, Wei Guo, [...], Huimin Wang, Qinyang Zhou, Yanfeng Ding, Shirong Zhou, Ganghua Li, Seishi Ninomiya << Fewer
Published: 18 April 2026
2026, 8(2): 100216
Research Article | Open Access
MSDDG: Multi-scale dual-discriminator GAN for point cloud completion of plant
Qingguang Chen, Jiajin Liu, Hongwei Sun, [...], Ting Sun, Wenyu Zhang, Hang Lu, Yingying Pan, Wenhan Luo, Lianjie Chen, Jie Ying, Simin Kang, Jingcheng Zhang, Kaihua Wu << Fewer
Published: 23 April 2026
2026, 8(2): 100218
Research Article | Open Access
Deep learning-based 3D morphological segmentation and quantitative growth analysis of field-grown cabbage across the full cycle
Hongda Li, Chaoguo Si, Yisheng Miao, [...], Huarui Wu, Chunjiang Zhao << Fewer
Published: 28 April 2026
2026, 8(2): 100219
Research Article | Open Access
Transpiration responds linearly to Penman-Monteith reference evapotranspiration and varies genetically, both in individual plants and canopies, in large sorghum and pearl millet panels
Laura Grégoire, Jana Kholova, Sunita Choudhary, [...], Rekha Badham, Clémentine Denis, Jeannot Ndione, Oumar Sall, Cheikh Soce, Romiel Badji, Yves Vigouroux, Vincent Vadez << Fewer
Published: 03 June 2026
2026, 8(2): 100231
Research Article | Open Access
Physiology-informed LSTM framework integrating crop model and Sentinel-2 time series for rice nitrogen status estimation
Jinpeng Yang, Zhaopeng Fu, Ke Zhang, [...], Bohuai Shi, Jiang Wang, Weizhe Zhao, Qiang Cao, Yongchao Tian, Yan Zhu, Weixing Cao, Xiaojun Liu << Fewer
Published: 05 June 2026
2026, 8(2): 100234
Research Article | Open Access
Variability in crop responses as a function of environment affects the NDVI relationship with grain yield in wheat
Chamaporn Paiboonvorachat, Kirti Rajagopalan, Michael O. Pumphrey, [...], Arron H. Carter, Chongyuan Zhang, Worasit Sangjan, Sindhuja Sankaran << Fewer
Published: 05 June 2026
2026, 8(2): 100237