A Wheat Spike Detection Method in UAV Images Based on Improved YOLOv5

Weighted boxes fusion: Ensembling boxes from different object detection models

(2021) Roman Solovyev et al.   IMAGE AND VISION COMPUTING

Parts-per-Object Count in Agricultural Images: Solving Phenotyping Problems via a Single Deep Neural Network

(2021) Faina Khoroshevsky et al.   Remote Sensing

TasselNetV3: Explainable Plant Counting With Guided Upsampling and Background Suppression

(2021) Hao Lu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

SSRNet: In-Field Counting Wheat Ears Using Multi-Stage Convolutional Neural Network

(2021) Daoyong Wang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Recent advances in deep learning for object detection

(2020) Xiongwei Wu et al.   NEUROCOMPUTING

Detection of Maize Tassels from UAV RGB Imagery with Faster R-CNN

(2020) Yunling Liu et al.   Remote Sensing

Assessment of Multi-Image Unmanned Aerial Vehicle Based High-Throughput Field Phenotyping of Canopy Temperature

(2020) Gregor Perich et al.   Frontiers in Plant Science

A compilation of UAV applications for precision agriculture

(2020) Panagiotis Radoglou-Grammatikis et al.   Computer Networks

Recent advances in small object detection based on deep learning: A review

(2020) Kang Tong et al.   IMAGE AND VISION COMPUTING

Applications of Deep Learning for Dense Scenes Analysis in Agriculture: A Review

(2020) Qian Zhang et al.   SENSORS

DeepFlower: a deep learning-based approach to characterize flowering patterns of cotton plants in the field

(2020) Yu Jiang et al.   Plant Methods

Aerial Visual Perception in Smart Farming: Field Study of Wheat Yellow Rust Monitoring

(2020) Jinya Su et al.   IEEE Transactions on Industrial Informatics

Apple detection during different growth stages in orchards using the improved YOLO-V3 model

(2019) Yunong Tian et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Morphometry of the Wheat Spike by Analyzing 2D Images

(2019) Mikhail A. Genaev et al.   Agronomy-Basel

Remote sensing for agricultural applications: A meta-review

(2019) M. Weiss et al.   REMOTE SENSING OF ENVIRONMENT

Deep learning in agriculture: A survey

(2018) Andreas Kamilaris et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Wheat ear counting in-field conditions: high throughput and low-cost approach using RGB images

(2018) Jose A. Fernandez-Gallego et al.   Plant Methods

Recognition of Wheat Spike from Field Based Phenotype Platform Using Multi-Sensor Fusion and Improved Maximum Entropy Segmentation Algorithms

(2018) Chengquan Zhou et al.   Remote Sensing

Wheat Ears Counting in Field Conditions Based on Multi-Feature Optimization and TWSVM

(2018) Chengquan Zhou et al.   Frontiers in Plant Science

Small Object Detection in Optical Remote Sensing Images via Modified Faster R-CNN

(2018) Yun Ren et al.   Applied Sciences-Basel

Focal loss for dense object detection

(2018) Tsung-Yi Lin et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Ear density estimation from high resolution RGB imagery using deep learning technique

(2018) Simon Madec et al.   AGRICULTURAL AND FOREST METEOROLOGY

Detection and analysis of wheat spikes using Convolutional Neural Networks

(2018) Md Mehedi Hasan et al.   Plant Methods

A rapid monitoring of NDVI across the wheat growth cycle for grain yield prediction using a multi-spectral UAV platform

(2018) Muhammad Adeel Hassan et al.   PLANT SCIENCE

Estimating above ground biomass of winter wheat at early growth stages using digital images and deep convolutional neural network

(2018) Juncheng Ma et al.   EUROPEAN JOURNAL OF AGRONOMY

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Detecting spikes of wheat plants using neural networks with Laws texture energy

(2017) Li Qiongyan et al.   Plant Methods

Estimates of plant density of wheat crops at emergence from very low altitude UAV imagery

(2017) Xiuliang Jin et al.   REMOTE SENSING OF ENVIRONMENT

In-field automatic observation of wheat heading stage using computer vision

(2016) Yanjun Zhu et al.   BIOSYSTEMS ENGINEERING

Monitoring Agronomic Parameters of Winter Wheat Crops with Low-Cost UAV Imagery

(2016) Michael Schirrmann et al.   Remote Sensing

Plant Density Effect on Grain Number and Weight of Two Winter Wheat Cultivars at Different Spikelet and Grain Positions

(2016) Yong Li et al.   PLoS One

Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition

(2015) Kaiming He et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Deep learning

(2015) Yann LeCun et al.   NATURE

Field high-throughput phenotyping: the new crop breeding frontier

(2013) José Luis Araus et al.   TRENDS IN PLANT SCIENCE

Precision nitrogen management of wheat. A review

(2012) Mariangela Diacono et al.   Agronomy for Sustainable Development