Deep Learning-Based Instance Segmentation Method of Litchi Canopy from UAV-Acquired Images

Semantic segmentation of citrus-orchard using deep neural networks and multispectral UAV-based imagery

(2021) Lucas Prado Osco et al.   PRECISION AGRICULTURE

Explainable identification and mapping of trees using UAV RGB image and deep learning

(2021) Masanori Onishi et al.   Scientific Reports

Review on Convolutional Neural Networks (CNN) in vegetation remote sensing

(2021) Teja Kattenborn et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Computer vision-based citrus tree detection in a cultivated environment using UAV imagery

(2021) Cenk Donmez et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Benchmarking Anchor-Based and Anchor-Free State-of-the-Art Deep Learning Methods for Individual Tree Detection in RGB High-Resolution Images

(2021) Pedro Zamboni et al.   Remote Sensing

Applications of deep-learning approaches in horticultural research: a review

(2021) Biyun Yang et al.   Horticulture Research

Extraction of Information about Individual Trees from High-Spatial-Resolution UAV-Acquired Images of an Orchard

(2020) Xinyu Dong et al.   Remote Sensing

Monitoring the vegetation vigor in heterogeneous citrus and olive orchards. A multiscale object-based approach to extract trees’ crowns from UAV multispectral imagery

(2020) Giuseppe Modica et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Tree extraction from multi-scale UAV images using Mask R-CNN with FPN

(2020) Nuri Erkin Ocer et al.   Remote Sensing Letters

Mapping Urban Tree Cover Changes Using Object-Based Convolution Neural Network (OB-CNN)

(2020) Shirisa Timilsina et al.   Remote Sensing

UAV-Based High Throughput Phenotyping in Citrus Utilizing Multispectral Imaging and Artificial Intelligence

(2019) Yiannis Ampatzidis et al.   Remote Sensing

Young and mature oil palm tree detection and counting using convolutional neural network deep learning method

(2019) Nurulain Abd Mubin et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

UAV-Based Automatic Detection and Monitoring of Chestnut Trees

(2019) Pedro Marques et al.   Remote Sensing

A convolutional neural network approach for counting and geolocating citrus-trees in UAV multispectral imagery

(2019) Lucas Prado Osco et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Citrus Tree Segmentation from UAV Images Based on Monocular Machine Vision in a Natural Orchard Environment

(2019) Yayong Chen et al.   SENSORS

Automatic Segmentation of Mauritia flexuosa in Unmanned Aerial Vehicle (UAV) Imagery Using Deep Learning

(2018) Giorgio Morales et al.   Forests

What good are unmanned aircraft systems for agricultural remote sensing and precision agriculture?

(2017) E. Raymond Hunt et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Twenty five years of remote sensing in precision agriculture: Key advances and remaining knowledge gaps

(2012) David J. Mulla   BIOSYSTEMS ENGINEERING

SLIC Superpixels Compared to State-of-the-Art Superpixel Methods

(2012) R. Achanta et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE