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 2020-03-01 to 2024-03-01.)

Article	Citations
Global Wheat Head Detection 2021: An Improved Dataset for Benchmarking Wheat Head Detection Methods	57
UAS-Based Plant Phenotyping for Research and Breeding Applications	37
Enhanced Field-Based Detection of Potato Blight in Complex Backgrounds Using Deep Learning	32
Estimates of Maize Plant Density from UAV RGB Images Using Faster-RCNN Detection Model: Impact of the Spatial Resolution	30
The Application of UAV-Based Hyperspectral Imaging to Estimate Crop Traits in Maize Inbred Lines	29
Deep Multiview Image Fusion for Soybean Yield Estimation in Breeding Applications	27
Shortwave Radiation Calculation for Forest Plots Using Airborne LiDAR Data and Computer Graphics	26
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
Qualification of Soybean Responses to Flooding Stress Using UAV-Based Imagery and Deep Learning	21
Field Phenomics: Will It Enable Crop Improvement?	20
A Review of High-Throughput Field Phenotyping Systems: Focusing on Ground Robots	20
Application of UAV Multisensor Data and Ensemble Approach for High-Throughput Estimation of Maize Phenotyping Traits	19
Phenotyping Tomato Root Developmental Plasticity in Response to Salinity in Soil Rhizotrons	19
A Multiscale Point-Supervised Network for Counting Maize Tassels in the Wild	18
Using Machine Learning to Develop a Fully Automated Soybean Nodule Acquisition Pipeline (SNAP)	17
Deep Learning for Strawberry Canopy Delineation and Biomass Prediction from High-Resolution Images	17
Classification of Rice Yield Using UAV-Based Hyperspectral Imagery and Lodging Feature	16
A Comparative Analysis of Quantitative Metrics of Root Architecture	16
PSegNet: Simultaneous Semantic and Instance Segmentation for Point Clouds of Plants	15
End-to-End Fusion of Hyperspectral and Chlorophyll Fluorescence Imaging to Identify Rice Stresses	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
Robust Surface Reconstruction of Plant Leaves from 3D Point Clouds	14
Spectral Preprocessing Combined with Deep Transfer Learning to Evaluate Chlorophyll Content in Cotton Leaves	14

How Useful Is Image-Based Active Learning for Plant Organ Segmentation?	13
Panicle-3D: Efficient Phenotyping Tool for Precise Semantic Segmentation of Rice Panicle Point Cloud	12
Objective Phenotyping of Root System Architecture Using Image Augmentation and Machine Learning in Alfalfa (Medicago sativa L.)	12
Development and Validation of a Deep Learning Based Automated Minirhizotron Image Analysis Pipeline	12
SegVeg: Segmenting RGB Images into Green and Senescent Vegetation by Combining Deep and Shallow Methods	11
A Tea Buds Counting Method Based on YOLOv5 and Kalman Filter Tracking Algorithm	11
Detection of the Progression of Anthesis in Field-Grown Maize Tassels: A Case Study	11
Complementary Phenotyping of Maize Root System Architecture by Root Pulling Force and X-Ray Imaging	11
Rice Plant Counting, Locating, and Sizing Method Based on High-Throughput UAV RGB Images	10
An Integrated Method for Tracking and Monitoring Stomata Dynamics from Microscope Videos	10
Unsupervised Plot-Scale LAI Phenotyping via UAV-Based Imaging, Modelling, and Machine Learning	10
Terahertz Spectroscopy for Accurate Identification of Panax quinquefolium Basing on Nonconjugated 24(R)-Pseudoginsenoside F ₁₁	10
Detecting Sorghum Plant and Head Features from Multispectral UAV Imagery	10
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	8
Self-Supervised Plant Phenotyping by Combining Domain Adaptation with 3D Plant Model Simulations: Application to Wheat Leaf Counting at Seedling Stage	8
Wheat Ear Segmentation Based on a Multisensor System and Superpixel Classification	7
Prediction of the Maturity of Greenhouse Grapes Based on Imaging Technology	7
SE-COTR: A Novel Fruit Segmentation Model for Green Apples Application in Complex Orchard	7
Improved Field-Based Soybean Seed Counting and Localization with Feature Level Considered	7
High-Throughput Corn Image Segmentation and Trait Extraction Using Chlorophyll Fluorescence Images	7
Exploring Seasonal and Circadian Rhythms in Structural Traits of Field Maize from LiDAR Time Series	7
Enabling Breeding Selection for Biomass in Slash Pine Using UAV-Based Imaging	6
From Laboratory to Field: Unsupervised Domain Adaptation for Plant Disease Recognition in the Wild	6
Hyperspectral Remote Sensing for Phenotyping the Physiological Drought Response of Common and Tepary Bean	6
Estimating Photosynthetic Attributes from High-Throughput Canopy Hyperspectral Sensing in Sorghum	6
A Novel Feature Selection Strategy Based on Salp Swarm Algorithm for Plant Disease Detection	5
KAT4IA: K-Means Assisted Training for Image Analysis of Field-Grown Plant Phenotypes	5
Multispectral Drone Imagery and SRGAN for Rapid Phenotypic Mapping of Individual Chinese Cabbage Plants	5
PDDD-PreTrain: A Series of Commonly Used Pre-Trained Models Support Image-Based Plant Disease Diagnosis	5
A Precise Image-Based Tomato Leaf Disease Detection Approach Using PLPNet	5
Classification of Soybean Pubescence from Multispectral Aerial Imagery	5
An Effective Image-Based Tomato Leaf Disease Segmentation Method Using MC-UNet	5
3dCAP-Wheat: An Open-Source Comprehensive Computational Framework Precisely Quantifies Wheat Foliar, Nonfoliar, and Canopy Photosynthesis	5
Dynamic UAV Phenotyping for Rice Disease Resistance Analysis Based on Multisource Data	4
Wearable Sensor: An Emerging Data Collection Tool for Plant Phenotyping	4
Spectrometric Prediction of Nitrogen Content in Different Tissues of Slash Pine Trees	4
Dynamic Color Transform Networks for Wheat Head Detection	4
EasyDAM_V2: Efficient Data Labeling Method for Multishape, Cross-Species Fruit Detection	4
Combining High-Resolution Imaging, Deep Learning, and Dynamic Modeling to Separate Disease and Senescence in Wheat Canopies	4
TrichomeYOLO: A Neural Network for Automatic Maize Trichome Counting	4
Determination of F _v / F _m from	4
High-Throughput Field Plant Phenotyping: A Self-Supervised Sequential CNN Method to Segment Overlapping Plants	3
Generating 3D Multispectral Point Clouds of Plants with Fusion of Snapshot Spectral and RGB-D Images	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
Phenotyping of Silique Morphology in Oilseed Rape Using Skeletonization with Hierarchical Segmentation	3
A Novel Intelligent System for Dynamic Observation of Cotton Verticillium Wilt	3
Potential of Establishing the Universal Critical Nitrogen Dilution Curve for Japonica Rice	3
Impact of Varying Light and Dew on Ground Cover Estimates from Active NDVI, RGB, and LiDAR	3
Enhancing Green Fraction Estimation in Rice and Wheat Crops: A Self-Supervised Deep Learning Semantic Segmentation Approach	3

WRA-Net: Wide Receptive Field Attention Network for Motion Deblurring in Crop and Weed Image	3
GANana: Unsupervised Domain Adaptation for Volumetric Regression of Fruit	3
Frost Damage Index: The Antipode of Growing Degree Days	3
CountShoots: Automatic Detection and Counting of Slash Pine New Shoots Using UAV Imagery	2
Benchmarking Self-Supervised Contrastive Learning Methods for Image-Based Plant Phenotyping	2
Analyzing Nitrogen Effects on Rice Panicle Development by Panicle Detection and Time-Series Tracking	2
Phenotyping Key Fruit Quality Traits in Olive Using RGB Images and Back Propagation Neural Networks	2
From Prototype to Inference: A Pipeline to Apply Deep Learning in Sorghum Panicle Detection	2
Evaluation of Postharvest Senescence of Broccoli via Hyperspectral Imaging	2
Robust High-Throughput Phenotyping with Deep Segmentation Enabled by a Web-Based Annotator	2
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	2
Multi-Source Data Fusion Improves Time-Series Phenotype Accuracy in Maize under a Field High-Throughput Phenotyping Platform	2
Pleiotropy Structures Plant Height and Seed Weight Scaling in Barley despite Long History of Domestication and Breeding Selection	2
Assessing the Storage Root Development of Cassava with a New Analysis Tool	2
A Double Swath Configuration for Improving Throughput and Accuracy of Trait Estimate from UAV Images	2
Semi-Self-Supervised Learning for Semantic Segmentation in Images with Dense Patterns	2
Deep Learning Enables Instant and Versatile Estimation of Rice Yield Using Ground-Based RGB Images	2
Quantifying Contributions of Different Factors to Canopy Photosynthesis in 2 Maize Varieties: Development of a Novel 3D Canopy Modeling Pipeline	2
Quantification of Photosynthetic Pigments in Neopyropia yezoensis Using Hyperspectral Imagery	2