Deep learning versus Object-based Image Analysis (OBIA) in weed mapping of UAV imagery

Operational Large-Scale Segmentation of Imagery Based on Iterative Elimination

(2019) James Shepherd et al.   Remote Sensing

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

(2018) Liang-Chieh Chen et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

A fully convolutional network for weed mapping of unmanned aerial vehicle (UAV) imagery

(2018) Huasheng Huang et al.   PLoS One

A Semantic Labeling Approach for Accurate Weed Mapping of High Resolution UAV Imagery

(2018) Huasheng Huang et al.   SENSORS

An Automatic Random Forest-OBIA Algorithm for Early Weed Mapping between and within Crop Rows Using UAV Imagery

(2018) Ana de Castro et al.   Remote Sensing

A two-stage classification approach for the detection of spider mite- infested cotton using UAV multispectral imagery

(2018) Huasheng Huang et al.   Remote Sensing Letters

WeedMap: A Large-Scale Semantic Weed Mapping Framework Using Aerial Multispectral Imaging and Deep Neural Network for Precision Farming

(2018) Inkyu Sa et al.   Remote Sensing

A patch-based convolutional neural network for remote sensing image classification

(2017) Atharva Sharma et al.   NEURAL NETWORKS

Mechanism of resistance to cyhalofop-butyl in Chinese sprangletop ( Leptochloa chinensis (L.) Nees)

(2017) Jiaxing Yu et al.   PESTICIDE BIOCHEMISTRY AND PHYSIOLOGY

Detection of Flavescence dorée Grapevine Disease Using Unmanned Aerial Vehicle (UAV) Multispectral Imagery

(2017) Johanna Albetis et al.   Remote Sensing

Description and validation of a new set of object-based temporal geostatistical features for land-use/land-cover change detection

(2016) Jose L. Gil-Yepes et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Classification and Segmentation of Satellite Orthoimagery Using Convolutional Neural Networks

(2016) Martin Längkvist et al.   Remote Sensing

Deep learning

(2015) Yann LeCun et al.   NATURE

Early season weed mapping in sunflower using UAV technology: variability of herbicide treatment maps against weed thresholds

(2015) Francisca López-Granados et al.   PRECISION AGRICULTURE

Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery

(2015) Fan Hu et al.   Remote Sensing

A Python-Based Open Source System for Geographic Object-Based Image Analysis (GEOBIA) Utilizing Raster Attribute Tables

(2014) Daniel Clewley et al.   Remote Sensing

Configuration and Specifications of an Unmanned Aerial Vehicle (UAV) for Early Site Specific Weed Management

(2013) Jorge Torres-Sánchez et al.   PLoS One

Weed Mapping in Early-Season Maize Fields Using Object-Based Analysis of Unmanned Aerial Vehicle (UAV) Images

(2013) José Manuel Peña et al.   PLoS One

An optimizing BP neural network algorithm based on genetic algorithm

(2011) Shifei Ding et al.   ARTIFICIAL INTELLIGENCE REVIEW

Discrimination of sterile oat (Avena sterilis) in winter barley (Hordeum vulgare) using QuickBird satellite images

(2011) M.P. Martín et al.   CROP PROTECTION

Unsupervised image segmentation evaluation and refinement using a multi-scale approach

(2011) Brian Johnson et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Fast High-Dimensional Filtering Using the Permutohedral Lattice

(2010) Andrew Adams et al.   COMPUTER GRAPHICS FORUM

Object based image analysis for remote sensing

(2009) T. Blaschke   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Object-oriented change detection for the city of Harare, Zimbabwe

(2007) Ruvimbo Gamanya et al.   EXPERT SYSTEMS WITH APPLICATIONS