OOIR: Observatory of International Research

Papers

(The median citation count of Plant Phenomics is 3. 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 2020-11-01 to 2024-11-01.)

Article	Citations
Global Wheat Head Detection 2021: An Improved Dataset for Benchmarking Wheat Head Detection Methods	78
UAS-Based Plant Phenotyping for Research and Breeding Applications	52
Enhanced Field-Based Detection of Potato Blight in Complex Backgrounds Using Deep Learning	46
The Application of UAV-Based Hyperspectral Imaging to Estimate Crop Traits in Maize Inbred Lines	38
Estimates of Maize Plant Density from UAV RGB Images Using Faster-RCNN Detection Model: Impact of the Spatial Resolution	35
Simultaneous Prediction of Wheat Yield and Grain Protein Content Using Multitask Deep Learning from Time-Series Proximal Sensing	33
Deep Multiview Image Fusion for Soybean Yield Estimation in Breeding Applications	33
A Review of High-Throughput Field Phenotyping Systems: Focusing on Ground Robots	32
Application of UAV Multisensor Data and Ensemble Approach for High-Throughput Estimation of Maize Phenotyping Traits	31
Qualification of Soybean Responses to Flooding Stress Using UAV-Based Imagery and Deep Learning	31
Shortwave Radiation Calculation for Forest Plots Using Airborne LiDAR Data and Computer Graphics	30
Spectral Preprocessing Combined with Deep Transfer Learning to Evaluate Chlorophyll Content in Cotton Leaves	28
Semiautomated 3D Root Segmentation and Evaluation Based on X-Ray CT Imagery	27
A Multiscale Point-Supervised Network for Counting Maize Tassels in the Wild	26
Phenotyping Tomato Root Developmental Plasticity in Response to Salinity in Soil Rhizotrons	25
Deep Learning for Strawberry Canopy Delineation and Biomass Prediction from High-Resolution Images	24
Field Phenomics: Will It Enable Crop Improvement?	23
PSegNet: Simultaneous Semantic and Instance Segmentation for Point Clouds of Plants	22
A Precise Image-Based Tomato Leaf Disease Detection Approach Using PLPNet	22
Development and Validation of a Deep Learning Based Automated Minirhizotron Image Analysis Pipeline	21
End-to-End Fusion of Hyperspectral and Chlorophyll Fluorescence Imaging to Identify Rice Stresses	21
An Effective Image-Based Tomato Leaf Disease Segmentation Method Using MC-UNet	21
Classification of Rice Yield Using UAV-Based Hyperspectral Imagery and Lodging Feature	20
Using Machine Learning to Develop a Fully Automated Soybean Nodule Acquisition Pipeline (SNAP)	20
A Tea Buds Counting Method Based on YOLOv5 and Kalman Filter Tracking Algorithm	19

Unsupervised Plot-Scale LAI Phenotyping via UAV-Based Imaging, Modelling, and Machine Learning	19
A Comparative Analysis of Quantitative Metrics of Root Architecture	18
BFP Net: Balanced Feature Pyramid Network for Small Apple Detection in Complex Orchard Environment	17
Improved Field-Based Soybean Seed Counting and Localization with Feature Level Considered	17
Panicle-3D: Efficient Phenotyping Tool for Precise Semantic Segmentation of Rice Panicle Point Cloud	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
The Gray Mold Spore Detection of Cucumber Based on Microscopic Image and Deep Learning	16
Objective Phenotyping of Root System Architecture Using Image Augmentation and Machine Learning in Alfalfa (Medicago sativa L.)	16
SegVeg: Segmenting RGB Images into Green and Senescent Vegetation by Combining Deep and Shallow Methods	15
Self-Supervised Plant Phenotyping by Combining Domain Adaptation with 3D Plant Model Simulations: Application to Wheat Leaf Counting at Seedling Stage	15
Phenotypic Analysis of Diseased Plant Leaves Using Supervised and Weakly Supervised Deep Learning	15
Detection of the Progression of Anthesis in Field-Grown Maize Tassels: A Case Study	14
Hyperspectral Remote Sensing for Phenotyping the Physiological Drought Response of Common and Tepary Bean	14
An Integrated Method for Tracking and Monitoring Stomata Dynamics from Microscope Videos	14
Complementary Phenotyping of Maize Root System Architecture by Root Pulling Force and X-Ray Imaging	14
How Useful Is Image-Based Active Learning for Plant Organ Segmentation?	14
Rice Plant Counting, Locating, and Sizing Method Based on High-Throughput UAV RGB Images	14
Detecting Sorghum Plant and Head Features from Multispectral UAV Imagery	13
PDDD-PreTrain: A Series of Commonly Used Pre-Trained Models Support Image-Based Plant Disease Diagnosis	12
Wearable Sensor: An Emerging Data Collection Tool for Plant Phenotyping	12
3dCAP-Wheat: An Open-Source Comprehensive Computational Framework Precisely Quantifies Wheat Foliar, Nonfoliar, and Canopy Photosynthesis	11
Combining High-Resolution Imaging, Deep Learning, and Dynamic Modeling to Separate Disease and Senescence in Wheat Canopies	11
Dynamic Color Transform Networks for Wheat Head Detection	11
Multispectral Drone Imagery and SRGAN for Rapid Phenotypic Mapping of Individual Chinese Cabbage Plants	11
From Laboratory to Field: Unsupervised Domain Adaptation for Plant Disease Recognition in the Wild	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	10
A Novel Feature Selection Strategy Based on Salp Swarm Algorithm for Plant Disease Detection	9
Exploring Seasonal and Circadian Rhythms in Structural Traits of Field Maize from LiDAR Time Series	9
Eff-3DPSeg: 3D Organ-Level Plant Shoot Segmentation Using Annotation-Efficient Deep Learning	9
Wheat Ear Segmentation Based on a Multisensor System and Superpixel Classification	9
Lightweight Deep Learning Models for High-Precision Rice Seedling Segmentation from UAV-Based Multispectral Images	9
Deep Learning Enables Instant and Versatile Estimation of Rice Yield Using Ground-Based RGB Images	9
Multi-Source Data Fusion Improves Time-Series Phenotype Accuracy in Maize under a Field High-Throughput Phenotyping Platform	9
SE-COTR: A Novel Fruit Segmentation Model for Green Apples Application in Complex Orchard	9
Prediction of the Maturity of Greenhouse Grapes Based on Imaging Technology	9
Classification of Soybean Pubescence from Multispectral Aerial Imagery	8
Knowledge Distillation Facilitates the Lightweight and Efficient Plant Diseases Detection Model	8
Enhancing Green Fraction Estimation in Rice and Wheat Crops: A Self-Supervised Deep Learning Semantic Segmentation Approach	8
Estimation of Rice Aboveground Biomass by UAV Imagery with Photosynthetic Accumulation Models	8
Determination of F _v / F _m from	8
Generating 3D Multispectral Point Clouds of Plants with Fusion of Snapshot Spectral and RGB-D Images	8
Enabling Breeding Selection for Biomass in Slash Pine Using UAV-Based Imaging	8
WRA-Net: Wide Receptive Field Attention Network for Motion Deblurring in Crop and Weed Image	7
Pleiotropy Structures Plant Height and Seed Weight Scaling in Barley despite Long History of Domestication and Breeding Selection	7
Quantifying Contributions of Different Factors to Canopy Photosynthesis in 2 Maize Varieties: Development of a Novel 3D Canopy Modeling Pipeline	6
Standardizing and Centralizing Datasets for Efficient Training of Agricultural Deep Learning Models	6
Assessing the Storage Root Development of Cassava with a New Analysis Tool	6
GANana: Unsupervised Domain Adaptation for Volumetric Regression of Fruit	6

A Novel Intelligent System for Dynamic Observation of Cotton Verticillium Wilt	6
Quantification of Photosynthetic Pigments in Neopyropia yezoensis Using Hyperspectral Imagery	6
Advancements in Imaging Sensors and AI for Plant Stress Detection: A Systematic Literature Review	6
Dynamic UAV Phenotyping for Rice Disease Resistance Analysis Based on Multisource Data	6
TrichomeYOLO: A Neural Network for Automatic Maize Trichome Counting	6
Estimating Photosynthetic Attributes from High-Throughput Canopy Hyperspectral Sensing in Sorghum	6
CountShoots: Automatic Detection and Counting of Slash Pine New Shoots Using UAV Imagery	5
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	5
Small and Oriented Wheat Spike Detection at the Filling and Maturity Stages Based on WheatNet	5
EasyDAM_V2: Efficient Data Labeling Method for Multishape, Cross-Species Fruit Detection	5
Efficient Noninvasive FHB Estimation using RGB Images from a Novel Multiyear, Multirater Dataset	5
Semi-Self-Supervised Learning for Semantic Segmentation in Images with Dense Patterns	5
Diversifying Resistance Mechanisms in Cereal Crops Using Microphenomics	5
Fine-Scale Quantification of Absorbed Photosynthetically Active Radiation (APAR) in Plantation Forests with 3D Radiative Transfer Modeling and LiDAR Data	5
KAT4IA: K-Means Assisted Training for Image Analysis of Field-Grown Plant Phenotypes	5
Robust High-Throughput Phenotyping with Deep Segmentation Enabled by a Web-Based Annotator	5
Application of Visible/Near-Infrared Spectroscopy and Hyperspectral Imaging with Machine Learning for High-Throughput Plant Heavy Metal Stress Phenotyping: A Review	5
A Strategy for the Acquisition and Analysis of Image-Based Phenome in Rice during the Whole Growth Period	5
Functional–Structural Plant Model “GreenLab”: A State-of-the-Art Review	4
Phenotyping Key Fruit Quality Traits in Olive Using RGB Images and Back Propagation Neural Networks	4
Instance Segmentation and Berry Counting of Table Grape before Thinning Based on AS-SwinT	4
Root System Traits Contribute to Variability and Plasticity in Response to Phosphorus Fertilization in 2 Field-Grown Sorghum [ Sorghum bicolor (L.) Moench] Cultivars	4
Point Cloud Completion of Plant Leaves under Occlusion Conditions Based on Deep Learning	4
Spectrometric Prediction of Nitrogen Content in Different Tissues of Slash Pine Trees	4
Analyzing Nitrogen Effects on Rice Panicle Development by Panicle Detection and Time-Series Tracking	4
High-Throughput Field Plant Phenotyping: A Self-Supervised Sequential CNN Method to Segment Overlapping Plants	4
Potential of Establishing the Universal Critical Nitrogen Dilution Curve for Japonica Rice	4
Exploring the Close-Range Detection of UAV-Based Images on Pine Wilt Disease by an Improved Deep Learning Method	4
The Dissection of Nitrogen Response Traits Using Drone Phenotyping and Dynamic Phenotypic Analysis to Explore N Responsiveness and Associated Genetic Loci in Wheat	4
Prediction of Needle Physiological Traits Using UAV Imagery for Breeding Selection of Slash Pine	4
Global Wheat Head Detection Challenges: Winning Models and Application for Head Counting	4
Phenotyping of Silique Morphology in Oilseed Rape Using Skeletonization with Hierarchical Segmentation	4
Few-Shot Learning Enables Population-Scale Analysis of Leaf Traits in Populus trichocarpa	4
Moxa Wool in Different Purities and Different Growing Years Measured by Terahertz Spectroscopy	4
Evaluation of Postharvest Senescence of Broccoli via Hyperspectral Imaging	4
FCOS-LSC: A Novel Model for Green Fruit Detection in a Complex Orchard Environment	4
Frost Damage Index: The Antipode of Growing Degree Days	4
The Importance of Using Realistic 3D Canopy Models to Calculate Light Interception in the Field	4
Can Distributed Ledgers Help to Overcome the Need of Labeled Data for Agricultural Machine Learning Tasks?	3
Semi-supervised Counting of Grape Berries in the Field Based on Density Mutual Exclusion	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 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
A Mechanistic Model for Estimating Rice Photosynthetic Capacity and Stomatal Conductance from Sun-Induced Chlorophyll Fluorescence	3