Panicle-3D: Efficient Phenotyping Tool for Precise Semantic Segmentation of Rice Panicle Point Cloud by Liang Gong, Xiaofeng Du, Kai Zhu, Ke Lin, Qiaojun Lou, Zheng Yuan, Guoqiang Huang, Chengliang Liu

“…Plant Phenomics…”
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Characterization and Identification of NPK Stress in Rice Using Terrestrial Hyperspectral Images by Jinfeng Wang, Yuhang Chu, Guoqing Chen, Minyi Zhao, Jizhuang Wu, Ritao Qu, Zhentao Wang

“…Plant Phenomics…”
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SDC-DeepLabv3+: Lightweight and Precise Localization Algorithm for Safflower-Harvesting Robots by Zhenyu Xing, Zhenguo Zhang, Yunze Wang, Peng Xu, Quanfeng Guo, Chao Zeng, Ruimeng Shi

“…Plant Phenomics…”
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Auto-LIA: The Automated Vision-Based Leaf Inclination Angle Measurement System Improves Monitoring of Plant Physiology by Sijun Jiang, Xingcai Wu, Qi Wang, Zhixun Pei, Yuxiang Wang, Jian Jin, Ying Guo, RunJiang Song, Liansheng Zang, Yong-Jin Liu, Gefei Hao

“…Plant Phenomics…”
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Bio-Master: Design and Validation of a High-Throughput Biochemical Profiling Platform for Crop Canopies by Ruowen Liu, Pengyan Li, Zejun Li, Zhenghui Liu, Yanfeng Ding, Wenjuan Li, Shouyang Liu

“…Plant Phenomics…”
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CountShoots: Automatic Detection and Counting of Slash Pine New Shoots Using UAV Imagery by Xia Hao, Yue Cao, Zhaoxu Zhang, Federico Tomasetto, Weiqi Yan, Cong Xu, Qifu Luan, Yanjie Li

“…Plant Phenomics…”
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Semi-Self-Supervised Learning for Semantic Segmentation in Images with Dense Patterns by Keyhan Najafian, Alireza Ghanbari, Mahdi Sabet Kish, Mark Eramian, Gholam Hassan Shirdel, Ian Stavness, Lingling Jin, Farhad Maleki

“…Plant Phenomics…”
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A Precise Image-Based Tomato Leaf Disease Detection Approach Using PLPNet by Zhiwen Tang, Xinyu He, Guoxiong Zhou, Aibin Chen, Yanfeng Wang, Liujun Li, Yahui Hu

“…Plant Phenomics…”
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Multi-Source Data Fusion Improves Time-Series Phenotype Accuracy in Maize under a Field High-Throughput Phenotyping Platform by Yinglun Li, Weiliang Wen, Jiangchuan Fan, Wenbo Gou, Shenghao Gu, Xianju Lu, Zetao Yu, Xiaodong Wang, Xinyu Guo

“…Plant Phenomics…”
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Three-Dimensional Modeling of Maize Canopies Based on Computational Intelligence by Yandong Wu, Weiliang Wen, Shenghao Gu, Guanmin Huang, Chuanyu Wang, Xianju Lu, Pengliang Xiao, Xinyu Guo, Linsheng Huang

“…Plant Phenomics…”
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Phenotyping of Salvia miltiorrhiza Roots Reveals Associations between Root Traits and Bioactive Components by 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

“…Plant Phenomics…”
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Using Machine Learning to Develop a Fully Automated Soybean Nodule Acquisition Pipeline (SNAP) by Talukder Zaki Jubery, Clayton N. Carley, Arti Singh, Soumik Sarkar, Baskar Ganapathysubramanian, Asheesh K. Singh

“…Plant Phenomics…”
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Global Wheat Head Detection Challenges: Winning Models and Application for Head Counting by Etienne David, Franklin Ogidi, Daniel Smith, Scott Chapman, Benoit de Solan, Wei Guo, Frederic Baret, Ian Stavness

“…Plant Phenomics…”
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SPSI: A Novel Composite Index for Estimating Panicle Number in Winter Wheat before Heading from UAV Multispectral Imagery by Yapeng Wu, Wenhui Wang, Yangyang Gu, Hengbiao Zheng, Xia Yao, Yan Zhu, Weixing Cao, Tao Cheng

“…Plant Phenomics…”
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Nondestructive Phenomic Tools for the Prediction of Heat and Drought Tolerance at Anthesis in Brassica Species by Sheng Chen, Yiming Guo, Xavier Sirault, Katia Stefanova, Renu Saradadevi, Neil C. Turner, Matthew N. Nelson, Robert T. Furbank, Kadambot H. M. Siddique, Wallace A. Cowling

“…Plant Phenomics…”
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Application of Visible/Near-Infrared Spectroscopy and Hyperspectral Imaging with Machine Learning for High-Throughput Plant Heavy Metal Stress Phenotyping: A Review by Yuanning Zhai, Lei Zhou, Hengnian Qi, Pan Gao, Chu Zhang

“…Plant Phenomics…”
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Estimating Leaf Nitrogen Accumulation Considering Vertical Heterogeneity Using Multiangular Unmanned Aerial Vehicle Remote Sensing in Wheat by Yuanyuan Pan, Jingyu Li, Jiayi Zhang, Jiaoyang He, Zhihao Zhang, Xia Yao, Tao Cheng, Yan Zhu, Weixing Cao, Yongchao Tian

“…Plant Phenomics…”
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High-Throughput Phenotyping of Soybean Biomass: Conventional Trait Estimation and Novel Latent Feature Extraction Using UAV Remote Sensing and Deep Learning Models by Mashiro Okada, Clément Barras, Yusuke Toda, Kosuke Hamazaki, Yoshihiro Ohmori, Yuji Yamasaki, Hirokazu Takahashi, Hideki Takanashi, Mai Tsuda, Masami Yokota Hirai, Hisashi Tsujimoto, Akito Kaga, Mikio Nakazono, Toru Fujiwara, Hiroyoshi Iwata

“…Plant Phenomics…”
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CucumberAI: Cucumber Fruit Morphology Identification System Based on Artificial Intelligence by Wei Xue, Haifeng Ding, Tao Jin, Jialing Meng, Shiyou Wang, Zuo Liu, Xiupeng Ma, Ji Li

“…Plant Phenomics…”
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A Weakly Supervised Deep Learning Framework for Sorghum Head Detection and Counting by Sambuddha Ghosal, Bangyou Zheng, Scott C. Chapman, Andries B. Potgieter, David R. Jordan, Xuemin Wang, Asheesh K. Singh, Arti Singh, Masayuki Hirafuji, Seishi Ninomiya, Baskar Ganapathysubramanian, Soumik Sarkar, Wei Guo

“…Plant Phenomics…”
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