Gianmarco Roggiolani,Brian N Bailey,Jens Behley et al.
Gianmarco Roggiolani et al.
Today, leaf trait estimation remains a labor-intensive process. The effort to obtain ground truth measurements limits how accurately this task can be performed automatically. Traditionally, plant scientists manually measure the traits of ha...
Panoptic segmentation for complete labeling of fruit microstructure in 3D micro-CT images with deep learning [0.03%]
基于深度学习的全景分割在3D微CT图像水果微观结构完整标注中的应用
Leen Van Doorselaer,Pieter Verboven,Bart Nicolai
Leen Van Doorselaer
Metabolic processes in plant organs involving transport of water, metabolic gasses, and nutrients depend on the three-dimensional (3D) microscopic tissue morphology. However, imaging and quantifying this microstructure, including the spatia...
Fujun Sun,Shusong Zheng,Zongyang Li et al.
Fujun Sun et al.
Wheat spike morphology plays a critical role in determining grain yield and has garnered significant interest in genetics and breeding research. However, traditional measurement methods are limited to simple traits and fail to capture compl...
Multi-modal few-shot learning for anthesis prediction of individual wheat plants [0.03%]
基于多模态 Few-shot 学习的单株小麦抽穗期预测模型
Yiting Xie,Stuart J Roy,Rhiannon K Schilling et al.
Yiting Xie et al.
Anthesis prediction is crucial for breeding wheat. While current tools provide estimates of average anthesis at the field scale, they fail to address the needs of breeders who require accurate predictions for individual plants. Hybrid breed...
Bayesian adaptive sampling: A smart approach for affordable germination phenotyping [0.03%]
一种用于经济高效地进行发芽表型分析的自适应采样方法：贝叶斯自适应抽样
Félix Mercier,Nizar Bouhlel,Angelina El Ghaziri et al.
Félix Mercier et al.
Digital phenotyping is rapidly advancing, generating increasing amounts of data, particularly in the case of temporal monitoring. We propose an adaptive sampling method that optimizes sampling, thereby reducing costs associated with data pr...
Performance of stacking machine learning and volume model for improving corn above ground biomass prediction [0.03%]
基于机器学习和体积模型优化玉米生物量预测性能
Fu Xuan,Wei Su,Zhen Chen et al.
Fu Xuan et al.
The aboveground biomass (AGB) of crops is an essential metric for monitoring crop growth, making timely and accurate AGB forecasting critical for effective agricultural management. The introduction of Unmanned Aerial Vehicles (UAVs) and adv...
Automatic 3D Plant Organ Instance Segmentation Method Based on PointNeXt and Quickshift+ [0.03%]
基于PointNeXt和Quickshift+的自动植物器官实例分割方法
Sifan Dong,Xueyan Fan,Xiuhua Li et al.
Sifan Dong et al.
Organ instance segmentation of 3D plant point clouds is a crucial prerequisite for organ-level phenotype estimation. However, most current cloud segmentation methods are usually designed for specific crop, hardly fit for both monocotyledono...
Integrating 3D Canopy Reconstruction to Assess Photosynthetic and Carbon Sequestration Responses of Larch Plantations to Drought Stress [0.03%]
三维冠层重建在评估兴安落叶松人工林干旱胁迫响应光合作用和碳吸收中的应用研究
Chunyan Wu,Tingdong Yang,Dongsheng Chen et al.
Chunyan Wu et al.
Forest phenotypic responses are significantly influenced by extreme climate conditions, particularly canopy structure and photosynthetic traits. However, the underlying mechanisms driving these responses, especially in conifer species, rema...
De-occlusion models and diffusion-based data augmentation for size estimation of on-plant oriental melons [0.03%]
基于去遮挡模型和扩散数据增强技术的在植东方瓜果尺寸估计方法研究
Sungjay Kim,Xianghui Xin,Sang-Yeon Kim et al.
Sungjay Kim et al.
Accurate fruit size estimation is crucial for plant phenotyping, as it enables precise crop management and enhances agricultural productivity by providing essential data for growth and resource efficiency analysis. In this study, we estimat...
Volumetric Deep Learning-Based Precision Phenotyping of Gene-Edited Tomato for Vertical Farming [0.03%]
基于体积深度学习的垂直农业基因编辑番茄精确诊断方法研究
Yu-Jin Jeon,Seungpyo Hong,Taek Sung Lee et al.
Yu-Jin Jeon et al.
Global climate change and urbanization have posed challenges to sustainable food production and resource management in agriculture. Vertical farming, in particular, allows for high-density cultivation on limited land but requires precise co...