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 2020-05-01 to 2024-05-01.)

Article	Citations
Global Wheat Head Detection 2021: An Improved Dataset for Benchmarking Wheat Head Detection Methods	59
UAS-Based Plant Phenotyping for Research and Breeding Applications	40
Enhanced Field-Based Detection of Potato Blight in Complex Backgrounds Using Deep Learning	35
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	29
Shortwave Radiation Calculation for Forest Plots Using Airborne LiDAR Data and Computer Graphics	27
Simultaneous Prediction of Wheat Yield and Grain Protein Content Using Multitask Deep Learning from Time-Series Proximal Sensing	26
Semiautomated 3D Root Segmentation and Evaluation Based on X-Ray CT Imagery	25
A Review of High-Throughput Field Phenotyping Systems: Focusing on Ground Robots	24
A Multiscale Point-Supervised Network for Counting Maize Tassels in the Wild	23
Qualification of Soybean Responses to Flooding Stress Using UAV-Based Imagery and Deep Learning	22
Application of UAV Multisensor Data and Ensemble Approach for High-Throughput Estimation of Maize Phenotyping Traits	22
Field Phenomics: Will It Enable Crop Improvement?	20
Phenotyping Tomato Root Developmental Plasticity in Response to Salinity in Soil Rhizotrons	20
Deep Learning for Strawberry Canopy Delineation and Biomass Prediction from High-Resolution Images	19
Classification of Rice Yield Using UAV-Based Hyperspectral Imagery and Lodging Feature	18
PSegNet: Simultaneous Semantic and Instance Segmentation for Point Clouds of Plants	18
Spectral Preprocessing Combined with Deep Transfer Learning to Evaluate Chlorophyll Content in Cotton Leaves	17
A Comparative Analysis of Quantitative Metrics of Root Architecture	17
Using Machine Learning to Develop a Fully Automated Soybean Nodule Acquisition Pipeline (SNAP)	17
Development and Validation of a Deep Learning Based Automated Minirhizotron Image Analysis Pipeline	16
Robust Surface Reconstruction of Plant Leaves from 3D Point Clouds	16
End-to-End Fusion of Hyperspectral and Chlorophyll Fluorescence Imaging to Identify Rice Stresses	16
Automatic Fruit Morphology Phenome and Genetic Analysis: An Application in the Octoploid Strawberry	15

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

Deep Learning Enables Instant and Versatile Estimation of Rice Yield Using Ground-Based RGB Images	3
High-Throughput Field Plant Phenotyping: A Self-Supervised Sequential CNN Method to Segment Overlapping Plants	3
Estimation of Rice Aboveground Biomass by UAV Imagery with Photosynthetic Accumulation Models	3
A Combined Genomics and Phenomics Approach is Needed to Boost Breeding in Sugarcane	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
Eff-3DPSeg: 3D Organ-Level Plant Shoot Segmentation Using Annotation-Efficient Deep Learning	3
Phenotyping of Silique Morphology in Oilseed Rape Using Skeletonization with Hierarchical Segmentation	3
WRA-Net: Wide Receptive Field Attention Network for Motion Deblurring in Crop and Weed Image	3
Can Distributed Ledgers Help to Overcome the Need of Labeled Data for Agricultural Machine Learning Tasks?	3
Potential of Establishing the Universal Critical Nitrogen Dilution Curve for Japonica Rice	3
Frost Damage Index: The Antipode of Growing Degree Days	3
Robust High-Throughput Phenotyping with Deep Segmentation Enabled by a Web-Based Annotator	3
Quantifying Contributions of Different Factors to Canopy Photosynthesis in 2 Maize Varieties: Development of a Novel 3D Canopy Modeling Pipeline	3
From Prototype to Inference: A Pipeline to Apply Deep Learning in Sorghum Panicle Detection	3
Analyzing Changes in Maize Leaves Orientation due to GxExM Using an Automatic Method from RGB Images	3
GANana: Unsupervised Domain Adaptation for Volumetric Regression of Fruit	3
A Strategy for the Acquisition and Analysis of Image-Based Phenome in Rice during the Whole Growth Period	2
Assessing the Storage Root Development of Cassava with a New Analysis Tool	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
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
Semi-Self-Supervised Learning for Semantic Segmentation in Images with Dense Patterns	2
Phenotyping Key Fruit Quality Traits in Olive Using RGB Images and Back Propagation Neural Networks	2
Pleiotropy Structures Plant Height and Seed Weight Scaling in Barley despite Long History of Domestication and Breeding Selection	2
A Double Swath Configuration for Improving Throughput and Accuracy of Trait Estimate from UAV Images	2
Analyzing Nitrogen Effects on Rice Panicle Development by Panicle Detection and Time-Series Tracking	2