OOIR: Observatory of International Research

Papers

(The median citation count of Plant Phenomics is 2. 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 2020-07-01 to 2024-07-01.)

Article	Citations
Global Wheat Head Detection 2021: An Improved Dataset for Benchmarking Wheat Head Detection Methods	68
UAS-Based Plant Phenotyping for Research and Breeding Applications	43
Enhanced Field-Based Detection of Potato Blight in Complex Backgrounds Using Deep Learning	39
The Application of UAV-Based Hyperspectral Imaging to Estimate Crop Traits in Maize Inbred Lines	33
Estimates of Maize Plant Density from UAV RGB Images Using Faster-RCNN Detection Model: Impact of the Spatial Resolution	33
Simultaneous Prediction of Wheat Yield and Grain Protein Content Using Multitask Deep Learning from Time-Series Proximal Sensing	30
Deep Multiview Image Fusion for Soybean Yield Estimation in Breeding Applications	29
Shortwave Radiation Calculation for Forest Plots Using Airborne LiDAR Data and Computer Graphics	28
Application of UAV Multisensor Data and Ensemble Approach for High-Throughput Estimation of Maize Phenotyping Traits	28
A Review of High-Throughput Field Phenotyping Systems: Focusing on Ground Robots	27
Qualification of Soybean Responses to Flooding Stress Using UAV-Based Imagery and Deep Learning	26
A Multiscale Point-Supervised Network for Counting Maize Tassels in the Wild	25
Semiautomated 3D Root Segmentation and Evaluation Based on X-Ray CT Imagery	25
Phenotyping Tomato Root Developmental Plasticity in Response to Salinity in Soil Rhizotrons	22
Field Phenomics: Will It Enable Crop Improvement?	22
Deep Learning for Strawberry Canopy Delineation and Biomass Prediction from High-Resolution Images	21
Spectral Preprocessing Combined with Deep Transfer Learning to Evaluate Chlorophyll Content in Cotton Leaves	20
Classification of Rice Yield Using UAV-Based Hyperspectral Imagery and Lodging Feature	19
Development and Validation of a Deep Learning Based Automated Minirhizotron Image Analysis Pipeline	19
PSegNet: Simultaneous Semantic and Instance Segmentation for Point Clouds of Plants	18
A Comparative Analysis of Quantitative Metrics of Root Architecture	18
Using Machine Learning to Develop a Fully Automated Soybean Nodule Acquisition Pipeline (SNAP)	17
End-to-End Fusion of Hyperspectral and Chlorophyll Fluorescence Imaging to Identify Rice Stresses	17
Automatic Fruit Morphology Phenome and Genetic Analysis: An Application in the Octoploid Strawberry	16
Robust Surface Reconstruction of Plant Leaves from 3D Point Clouds	16

Panicle-3D: Efficient Phenotyping Tool for Precise Semantic Segmentation of Rice Panicle Point Cloud	15
A Tea Buds Counting Method Based on YOLOv5 and Kalman Filter Tracking Algorithm	15
BFP Net: Balanced Feature Pyramid Network for Small Apple Detection in Complex Orchard Environment	15
Objective Phenotyping of Root System Architecture Using Image Augmentation and Machine Learning in Alfalfa (Medicago sativa L.)	15
Unsupervised Plot-Scale LAI Phenotyping via UAV-Based Imaging, Modelling, and Machine Learning	15
Improved Field-Based Soybean Seed Counting and Localization with Feature Level Considered	14
Detection of the Progression of Anthesis in Field-Grown Maize Tassels: A Case Study	14
A Precise Image-Based Tomato Leaf Disease Detection Approach Using PLPNet	14
How Useful Is Image-Based Active Learning for Plant Organ Segmentation?	13
SegVeg: Segmenting RGB Images into Green and Senescent Vegetation by Combining Deep and Shallow Methods	13
An Integrated Method for Tracking and Monitoring Stomata Dynamics from Microscope Videos	13
Detecting Sorghum Plant and Head Features from Multispectral UAV Imagery	12
Rice Plant Counting, Locating, and Sizing Method Based on High-Throughput UAV RGB Images	12
An Effective Image-Based Tomato Leaf Disease Segmentation Method Using MC-UNet	12
Complementary Phenotyping of Maize Root System Architecture by Root Pulling Force and X-Ray Imaging	12
Self-Supervised Plant Phenotyping by Combining Domain Adaptation with 3D Plant Model Simulations: Application to Wheat Leaf Counting at Seedling Stage	11
Phenotypic Analysis of Diseased Plant Leaves Using Supervised and Weakly Supervised Deep Learning	11
The Gray Mold Spore Detection of Cucumber Based on Microscopic Image and Deep Learning	11
3dCAP-Wheat: An Open-Source Comprehensive Computational Framework Precisely Quantifies Wheat Foliar, Nonfoliar, and Canopy Photosynthesis	10
Terahertz Spectroscopy for Accurate Identification of Panax quinquefolium Basing on Nonconjugated 24(R)-Pseudoginsenoside F ₁₁	10
High-Throughput Corn Image Segmentation and Trait Extraction Using Chlorophyll Fluorescence Images	9
SE-COTR: A Novel Fruit Segmentation Model for Green Apples Application in Complex Orchard	8
A Novel Feature Selection Strategy Based on Salp Swarm Algorithm for Plant Disease Detection	8
Exploring Seasonal and Circadian Rhythms in Structural Traits of Field Maize from LiDAR Time Series	8
Multi-Source Data Fusion Improves Time-Series Phenotype Accuracy in Maize under a Field High-Throughput Phenotyping Platform	8
Wearable Sensor: An Emerging Data Collection Tool for Plant Phenotyping	8
Prediction of the Maturity of Greenhouse Grapes Based on Imaging Technology	8
Dynamic Color Transform Networks for Wheat Head Detection	8
Classification of Soybean Pubescence from Multispectral Aerial Imagery	7
Wheat Ear Segmentation Based on a Multisensor System and Superpixel Classification	7
Combining High-Resolution Imaging, Deep Learning, and Dynamic Modeling to Separate Disease and Senescence in Wheat Canopies	7
Generating 3D Multispectral Point Clouds of Plants with Fusion of Snapshot Spectral and RGB-D Images	7
From Laboratory to Field: Unsupervised Domain Adaptation for Plant Disease Recognition in the Wild	7
PDDD-PreTrain: A Series of Commonly Used Pre-Trained Models Support Image-Based Plant Disease Diagnosis	7
Multispectral Drone Imagery and SRGAN for Rapid Phenotypic Mapping of Individual Chinese Cabbage Plants	7
Quantification of Photosynthetic Pigments in Neopyropia yezoensis Using Hyperspectral Imagery	6
Enabling Breeding Selection for Biomass in Slash Pine Using UAV-Based Imaging	6
Estimation of Rice Aboveground Biomass by UAV Imagery with Photosynthetic Accumulation Models	6
Determination of F _v / F _m from	6
Hyperspectral Remote Sensing for Phenotyping the Physiological Drought Response of Common and Tepary Bean	6
Dynamic UAV Phenotyping for Rice Disease Resistance Analysis Based on Multisource Data	6
Estimating Photosynthetic Attributes from High-Throughput Canopy Hyperspectral Sensing in Sorghum	6
Enhancing Green Fraction Estimation in Rice and Wheat Crops: A Self-Supervised Deep Learning Semantic Segmentation Approach	6
Quantifying Contributions of Different Factors to Canopy Photosynthesis in 2 Maize Varieties: Development of a Novel 3D Canopy Modeling Pipeline	5
Eff-3DPSeg: 3D Organ-Level Plant Shoot Segmentation Using Annotation-Efficient Deep Learning	5
TrichomeYOLO: A Neural Network for Automatic Maize Trichome Counting	5
A Novel Intelligent System for Dynamic Observation of Cotton Verticillium Wilt	5
KAT4IA: K-Means Assisted Training for Image Analysis of Field-Grown Plant Phenotypes	5
Evaluation of Postharvest Senescence of Broccoli via Hyperspectral Imaging	4
Spectrometric Prediction of Nitrogen Content in Different Tissues of Slash Pine Trees	4

Robust High-Throughput Phenotyping with Deep Segmentation Enabled by a Web-Based Annotator	4
A Strategy for the Acquisition and Analysis of Image-Based Phenome in Rice during the Whole Growth Period	4
Assessing the Storage Root Development of Cassava with a New Analysis Tool	4
EasyDAM_V2: Efficient Data Labeling Method for Multishape, Cross-Species Fruit Detection	4
Semi-Self-Supervised Learning for Semantic Segmentation in Images with Dense Patterns	4
Panicle-Cloud: An Open and AI-Powered Cloud Computing Platform for Quantifying Rice Panicles from Drone-Collected Imagery to Enable the Classification of Yield Production in Rice	4
WRA-Net: Wide Receptive Field Attention Network for Motion Deblurring in Crop and Weed Image	4
Efficient Noninvasive FHB Estimation using RGB Images from a Novel Multiyear, Multirater Dataset	4
Frost Damage Index: The Antipode of Growing Degree Days	4
Deep Learning Enables Instant and Versatile Estimation of Rice Yield Using Ground-Based RGB Images	4
Pleiotropy Structures Plant Height and Seed Weight Scaling in Barley despite Long History of Domestication and Breeding Selection	4
Can Distributed Ledgers Help to Overcome the Need of Labeled Data for Agricultural Machine Learning Tasks?	3
High-Throughput Field Plant Phenotyping: A Self-Supervised Sequential CNN Method to Segment Overlapping Plants	3
Potential of Establishing the Universal Critical Nitrogen Dilution Curve for Japonica Rice	3
Root System Traits Contribute to Variability and Plasticity in Response to Phosphorus Fertilization in 2 Field-Grown Sorghum [ Sorghum bicolor (L.) Moench] Cultivars	3
Application of Visible/Near-Infrared Spectroscopy and Hyperspectral Imaging with Machine Learning for High-Throughput Plant Heavy Metal Stress Phenotyping: A Review	3
Phenotyping Key Fruit Quality Traits in Olive Using RGB Images and Back Propagation Neural Networks	3
A Combined Genomics and Phenomics Approach is Needed to Boost Breeding in Sugarcane	3
Impact of Varying Light and Dew on Ground Cover Estimates from Active NDVI, RGB, and LiDAR	3
Analyzing Nitrogen Effects on Rice Panicle Development by Panicle Detection and Time-Series Tracking	3
Analyzing Changes in Maize Leaves Orientation due to GxExM Using an Automatic Method from RGB Images	3
From Prototype to Inference: A Pipeline to Apply Deep Learning in Sorghum Panicle Detection	3
GANana: Unsupervised Domain Adaptation for Volumetric Regression of Fruit	3
Phenotyping of Silique Morphology in Oilseed Rape Using Skeletonization with Hierarchical Segmentation	3
Crop/Plant Modeling Supports Plant Breeding: II. Guidance of Functional Plant Phenotyping for Trait Discovery	2
GenoDrawing: An Autoencoder Framework for Image Prediction from SNP Markers	2
Fine-Scale Quantification of Absorbed Photosynthetically Active Radiation (APAR) in Plantation Forests with 3D Radiative Transfer Modeling and LiDAR Data	2
Benchmarking Self-Supervised Contrastive Learning Methods for Image-Based Plant Phenotyping	2
A Generic Model to Estimate Wheat LAI over Growing Season Regardless of the Soil-Type Background	2
Making the Genotypic Variation Visible: Hyperspectral Phenotyping in Scots Pine Seedlings	2
Knowledge Distillation Facilitates the Lightweight and Efficient Plant Diseases Detection Model	2
CountShoots: Automatic Detection and Counting of Slash Pine New Shoots Using UAV Imagery	2
Prediction of Needle Physiological Traits Using UAV Imagery for Breeding Selection of Slash Pine	2
Global Wheat Head Detection Challenges: Winning Models and Application for Head Counting	2
Small and Oriented Wheat Spike Detection at the Filling and Maturity Stages Based on WheatNet	2
Automatic Root Length Estimation from Images Acquired In Situ without Segmentation	2
Practical Considerations and Limitations of Using Leaf and Canopy Temperature Measurements as a Stomatal Conductance Proxy: Sensitivity across Environmental Conditions, Scale, and Sample Size	2
Advancements in Imaging Sensors and AI for Plant Stress Detection: A Systematic Literature Review	2
A Double Swath Configuration for Improving Throughput and Accuracy of Trait Estimate from UAV Images	2
Coupling Plant Growth Models and Pest and Disease Models: An Interaction Structure Proposal, MIMIC	2
The Importance of Using Realistic 3D Canopy Models to Calculate Light Interception in the Field	2
3D U-Net Segmentation Improves Root System Reconstruction from 3D MRI Images in Automated and Manual Virtual Reality Work Flows	2
Standardizing and Centralizing Datasets for Efficient Training of Agricultural Deep Learning Models	2