OOIR: Observatory of International Research

Papers

(The TQCC of Plant Phenomics is 7. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-04-01 to 2024-04-01.)

Article	Citations
Global Wheat Head Detection 2021: An Improved Dataset for Benchmarking Wheat Head Detection Methods	58
UAS-Based Plant Phenotyping for Research and Breeding Applications	38
Enhanced Field-Based Detection of Potato Blight in Complex Backgrounds Using Deep Learning	34
Estimates of Maize Plant Density from UAV RGB Images Using Faster-RCNN Detection Model: Impact of the Spatial Resolution	31
The Application of UAV-Based Hyperspectral Imaging to Estimate Crop Traits in Maize Inbred Lines	30
Deep Multiview Image Fusion for Soybean Yield Estimation in Breeding Applications	28
Shortwave Radiation Calculation for Forest Plots Using Airborne LiDAR Data and Computer Graphics	27
Semiautomated 3D Root Segmentation and Evaluation Based on X-Ray CT Imagery	25
Simultaneous Prediction of Wheat Yield and Grain Protein Content Using Multitask Deep Learning from Time-Series Proximal Sensing	23
Application of UAV Multisensor Data and Ensemble Approach for High-Throughput Estimation of Maize Phenotyping Traits	22
A Review of High-Throughput Field Phenotyping Systems: Focusing on Ground Robots	21
Qualification of Soybean Responses to Flooding Stress Using UAV-Based Imagery and Deep Learning	21
A Multiscale Point-Supervised Network for Counting Maize Tassels in the Wild	21
Field Phenomics: Will It Enable Crop Improvement?	20
Phenotyping Tomato Root Developmental Plasticity in Response to Salinity in Soil Rhizotrons	20
PSegNet: Simultaneous Semantic and Instance Segmentation for Point Clouds of Plants	18
Deep Learning for Strawberry Canopy Delineation and Biomass Prediction from High-Resolution Images	18
A Comparative Analysis of Quantitative Metrics of Root Architecture	17
Classification of Rice Yield Using UAV-Based Hyperspectral Imagery and Lodging Feature	17
Using Machine Learning to Develop a Fully Automated Soybean Nodule Acquisition Pipeline (SNAP)	17
Robust Surface Reconstruction of Plant Leaves from 3D Point Clouds	15
End-to-End Fusion of Hyperspectral and Chlorophyll Fluorescence Imaging to Identify Rice Stresses	15
Spectral Preprocessing Combined with Deep Transfer Learning to Evaluate Chlorophyll Content in Cotton Leaves	15
BFP Net: Balanced Feature Pyramid Network for Small Apple Detection in Complex Orchard Environment	14
Automatic Fruit Morphology Phenome and Genetic Analysis: An Application in the Octoploid Strawberry	14

How Useful Is Image-Based Active Learning for Plant Organ Segmentation?	13
Development and Validation of a Deep Learning Based Automated Minirhizotron Image Analysis Pipeline	13
Panicle-3D: Efficient Phenotyping Tool for Precise Semantic Segmentation of Rice Panicle Point Cloud	13
Detection of the Progression of Anthesis in Field-Grown Maize Tassels: A Case Study	12
Objective Phenotyping of Root System Architecture Using Image Augmentation and Machine Learning in Alfalfa (Medicago sativa L.)	12
An Integrated Method for Tracking and Monitoring Stomata Dynamics from Microscope Videos	11
A Tea Buds Counting Method Based on YOLOv5 and Kalman Filter Tracking Algorithm	11
Unsupervised Plot-Scale LAI Phenotyping via UAV-Based Imaging, Modelling, and Machine Learning	11
Detecting Sorghum Plant and Head Features from Multispectral UAV Imagery	11
Complementary Phenotyping of Maize Root System Architecture by Root Pulling Force and X-Ray Imaging	11
SegVeg: Segmenting RGB Images into Green and Senescent Vegetation by Combining Deep and Shallow Methods	11
Terahertz Spectroscopy for Accurate Identification of Panax quinquefolium Basing on Nonconjugated 24(R)-Pseudoginsenoside F ₁₁	10
Rice Plant Counting, Locating, and Sizing Method Based on High-Throughput UAV RGB Images	10
Self-Supervised Plant Phenotyping by Combining Domain Adaptation with 3D Plant Model Simulations: Application to Wheat Leaf Counting at Seedling Stage	9
Phenotypic Analysis of Diseased Plant Leaves Using Supervised and Weakly Supervised Deep Learning	9
The Gray Mold Spore Detection of Cucumber Based on Microscopic Image and Deep Learning	9
Improved Field-Based Soybean Seed Counting and Localization with Feature Level Considered	8
SE-COTR: A Novel Fruit Segmentation Model for Green Apples Application in Complex Orchard	7
Exploring Seasonal and Circadian Rhythms in Structural Traits of Field Maize from LiDAR Time Series	7
High-Throughput Corn Image Segmentation and Trait Extraction Using Chlorophyll Fluorescence Images	7
Wheat Ear Segmentation Based on a Multisensor System and Superpixel Classification	7
Prediction of the Maturity of Greenhouse Grapes Based on Imaging Technology	7
A Novel Feature Selection Strategy Based on Salp Swarm Algorithm for Plant Disease Detection	7
An Effective Image-Based Tomato Leaf Disease Segmentation Method Using MC-UNet	7