Agriculture & Forestry
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Accurate 3D maize ear phenotyping using voxel grids derived from RGB machine vision
AuthorsLeon H. Oehme; Tobias Schrag; Peng Qi; Bastian Stürmer-Stephan; Khandoker T. Ahammad; Daniel Wanke; Tobias Würschum; Xiongkui He; Joachim Müller
AffiliationsTropics and Subtropics Group, Institute of Agricultural Engineering, University of Hohenheim, Stuttgart, 70599, Germany; Institute of Plant Breeding, Seed Science and Population Genetics, University of Hohenheim, Stuttgart, 70599, Germany; College of Science, China Agricultural University, Beijing, 100193, China; Institute of Agricultural Engineering, University of Hohenheim, Stuttgart, 70599, Germany; Institute of Crop Science, Fertilisation and Soil Matter Dynamics, University of Hohenheim, Stuttgart, 70593, Germany
A prototype-augmented few-shot segment anything model for field phenotyping of lettuce germplasm from UAV imagery
AuthorsTian Xia; Jiahui Qi; Songtao Ban; Mengen Yuan; Linyi Li; Dong Hu; Jifeng Ning; Guotao Huo; Hui Yang; Shuping He; Guojun Ge; Shiwei Wei; Minglu Tian
AffiliationsSchool of Computer and Information Engineering, Institute for Artificial Intelligence, Shanghai Polytechnic University, Shanghai, 201209, China; Institute of Agricultural Science and Technology Information, Shanghai Academy of Agricultural Sciences, Shanghai, 201403, China; Shanghai Agrobiological Gene Center, Shanghai, 201106, China; CAS Centre for Excellence in Molecular Plant Sciences, Shanghai Institute of Plant Physiology and Ecology, Chinese Academy of Sciences, Shanghai, 200032, China; College of Information Engineering, Northwest A&F University, Yangling, Shaanxi, 712100, China; Shanxi Engineering Research Center of Agricultural Information Intelligent Perception and Analysis, Yangling, Shaanxi, 712100, China; Key Laboratory of Intelligent Agricultural Technology (Yangtze River Delta), Ministry of Agriculture and Rural Affairs, PR China, Shanghai, 201403, China
Early detection and genetic insights into salt tolerance in rice by linking physiology and spectral reflectance during seed germination
AuthorsLei Zhou; Sheng Xiang; Hongzhi Xu; Xintong Zhang; Yu Wang; Kaihao Cheng; Chengqiang Ding; Yanfeng Ding; Shichao Jin
AffiliationsCollege of Agriculture, State Key Laboratory of Crop Genetics and Germplasm Enhancement, Collaborative Innovation Centre for Modern Crop Production Co-sponsored by Province and Ministry, Engineering Research Center of Plant Phenotyping, Ministry of Education, Academy for Advanced Interdisciplinary Studies, Nanjing Agricultural University, Nanjing, 211800, China; School of Life Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region of China
Assessing cotton boll-opening concentration for harvest decision-making via foundation model-enhanced cross-scale phenotyping
AuthorsMian Chen; Daowu Hu; Cheng Peng; Jiajin Zhang; Haochong Chen; Xiongming Du; Shoupu He; Rui Zhang; Xiaoli Geng; Shunfu Xiao; Yan Guo; Xiaoli Tian; Yuntao Ma
AffiliationsChina Agricultural University, College of Land Science and Technology, Beijing, 100193, China; State Key Laboratory of Cotton Bio-breeding and Integrated Utilization, Institute of Cotton Research, Chinese Academy of Agricultural Sciences, Anyang, 455000, China; Biotechnology Research Institute, Chinese Academy of Agricultural Sciences, Beijing, 100081, China; Engineering Research Center of Plant Growth Regulator, Ministry of Education, State Key Laboratory of Plant Environmental Resilience, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
UMF-stomata: An unsupervised multi-focus fusion framework for microscopic stomatal phenotyping
AuthorsXianglong Shi; Aobo Du; Peng Song; Hui Peng; Wanneng Yang; Ruifang Zhai
AffiliationsCollege of Informatics, Huazhong Agricultural University, Wuhan, Hubei, 430070, China; College of Plant Science and Technology, Huazhong Agricultural University, Wuhan, Hubei, 430070, China; National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, Hubei, 430070, China; Engineering Research Center of Intelligent Technology for Agriculture, Ministry of Education, Huazhong Agricultural University, Wuhan, Hubei, 430070, China; Hubei Key Laboratory of Agricultural Bioinformatics, Huazhong Agricultural University, Wuhan, Hubei, 430070, China
ZCAT: Zero-shot cross-crop annotation transfer–A new paradigm leveraging plant organ similarity
AuthorsYuxiang Zeng; Tingting Chen; Weimeng Fu; Wenting Wang; Song Chen; Guanfu Fu
AffiliationsState Key Laboratory of Rice Biology and Breeding, China National Rice Research Institute, Hangzhou, 310006, China
SAM-CLIP-Thermal: Leveraging large multimodal models for reliable and scalable annotation in thermal image segmentation for field plant phenotyping
AuthorsYiyuan Lin; Chenjiao Tan; Changying Li; Yu Jiang
AffiliationsSchool of Electrical and Computer Engineering, Duffield College of Engineering, Cornell University, Ithaca, NY, 14850, USA; Department of Agricultural and Biological Engineering, Institute of Food and Agricultural Sciences, University of Florida, Gainesville, FL, 32611, USA; Horticulture Section, School of Integrative Plant Science, Cornell AgriTech, Cornell University, Geneva, NY, 14456, USA
UAV-based temporal synergistic estimation of multiple alfalfa qualities integrating physics-informed network and 3D allometric operator
AuthorsTao Cheng; Zhangru Gao; Weibo Ren; Ziyu Ding; Feng Yuan; Yaling Liu; Jiyuan Xie; Ruopu Zan; Dong Wang; Dongyan Zhang
AffiliationsCollege of Mechanical and Electronic Engineering, Northwest A&F University, Yangling, Shaanxi, 712100, China; School of Ecology and Environment, Inner Mongolia University, Hohhot, 010021, China; National Technology Innovation Center for Prataculture, Hohhot, 010030, China; Inner Mongolia Autonomous Region Forage Breeding and Breeding Enterprise Key Laboratory, Hohhot, 010030, China
High-resolution UAV imagery-based instance segmentation for automatic counting of rubber trees across phenological seasons
AuthorsJiangquan Zeng; Mingjie Lv; Guoxiong Zhou; Xiangjun Wang; Exian Liu; Huaiqing Zhang
AffiliationsCentral South University of Forestry and Technology, Changsha, Hunan, 410004, China; Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences, Haikou, Hainan, 571101, China; School of Automation, Central South University, Changsha, Hunan, 410083, China; Chinese Academy of Forestry, Beijing, 100091, China
Dynamic sparse point voxel transformer for 3D point cloud instance segmentation of dormant apple trees
AuthorsRuiming Du; Sinuo Li; Kenong Xu; Lailiang Cheng; Yu Jiang
AffiliationsDepartment of Biological and Environmental Engineering, Cornell University, Ithaca, USA; Horticulture Section, School of Integrative Plant Science, Cornell AgriTech, Cornell University, Geneva, USA; Horticulture Section, School of Integrative Plant Science, Cornell University, Ithaca, USA
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