An Automatic Random Forest-OBIA Algorithm for Early Weed Mapping between and within Crop Rows Using UAV Imagery
Published 2018 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
An Automatic Random Forest-OBIA Algorithm for Early Weed Mapping between and within Crop Rows Using UAV Imagery
Authors
Keywords
-
Journal
Remote Sensing
Volume 10, Issue 3, Pages 285
Publisher
MDPI AG
Online
2018-02-12
DOI
10.3390/rs10020285
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- On-line crop/weed discrimination through the Mahalanobis distance from images in maize fields
- (2018) Iván D. García-Santillán et al. BIOSYSTEMS ENGINEERING
- Impact of site-specific weed management on herbicide savings and winter wheat yield
- (2018) P. Hamouz et al. PLANT SOIL AND ENVIRONMENT
- Spatio-temporal evaluation of plant height in corn via unmanned aerial systems
- (2017) Sebastian Varela et al. Journal of Applied Remote Sensing
- Poppy Crop Height and Capsule Volume Estimation from a Single UAS Flight
- (2017) Faheem Iqbal et al. Remote Sensing
- High-Throughput Phenotyping of Sorghum Plant Height Using an Unmanned Aerial Vehicle and Its Application to Genomic Prediction Modeling
- (2017) Kakeru Watanabe et al. Frontiers in Plant Science
- Object-based early monitoring of a grass weed in a grass crop using high resolution UAV imagery
- (2016) Francisca López-Granados et al. Agronomy for Sustainable Development
- Selecting patterns and features for between- and within- crop-row weed mapping using UAV-imagery
- (2016) María Pérez-Ortiz et al. EXPERT SYSTEMS WITH APPLICATIONS
- A systematic comparison of different object-based classification techniques using high spatial resolution imagery in agricultural environments
- (2016) Manchun Li et al. International Journal of Applied Earth Observation and Geoinformation
- Random forest in remote sensing: A review of applications and future directions
- (2016) Mariana Belgiu et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Cotton growth modeling and assessment using unmanned aircraft system visual-band imagery
- (2016) Tianxing Chu et al. Journal of Applied Remote Sensing
- Assessing the potential of images from unmanned aerial vehicles (UAV) to support herbicide patch spraying in maize
- (2016) F. Castaldi et al. PRECISION AGRICULTURE
- Fleets of robots for environmentally-safe pest control in agriculture
- (2016) Pablo Gonzalez-de-Santos et al. PRECISION AGRICULTURE
- A semi-supervised system for weed mapping in sunflower crops using unmanned aerial vehicles and a crop row detection method
- (2015) M. Pérez-Ortiz et al. APPLIED SOFT COMPUTING
- An automatic object-based method for optimal thresholding in UAV images: Application for vegetation detection in herbaceous crops
- (2015) J. Torres-Sánchez et al. COMPUTERS AND ELECTRONICS IN AGRICULTURE
- Training set size, scale, and features in Geographic Object-Based Image Analysis of very high resolution unmanned aerial vehicle imagery
- (2015) Lei Ma et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Random Forest and Rotation Forest for fully polarized SAR image classification using polarimetric and spatial features
- (2015) Peijun Du et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Identification of damage in buildings based on gaps in 3D point clouds from very high resolution oblique airborne images
- (2015) Anand Vetrivel et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- 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
- Optimum spectral and geometric parameters for early detection of laurel wilt disease in avocado
- (2015) A.I. De Castro et al. REMOTE SENSING OF ENVIRONMENT
- Quantifying Efficacy and Limits of Unmanned Aerial Vehicle (UAV) Technology for Weed Seedling Detection as Affected by Sensor Resolution
- (2015) José Peña et al. SENSORS
- An Evaluation of Different Training Sample Allocation Schemes for Discrete and Continuous Land Cover Classification Using Decision Tree-Based Algorithms
- (2015) René Colditz Remote Sensing
- High-Throughput 3-D Monitoring of Agricultural-Tree Plantations with Unmanned Aerial Vehicle (UAV) Technology
- (2015) Jorge Torres-Sánchez et al. PLoS One
- Automated parameterisation for multi-scale image segmentation on multiple layers
- (2014) L. Drăguţ et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- An Imagery-Based Weed Cover Threshold Established Using Expert Knowledge
- (2014) Louis Longchamps et al. WEED SCIENCE
- Combined Spectral and Spatial Modeling of Corn Yield Based on Aerial Images and Crop Surface Models Acquired with an Unmanned Aircraft System
- (2014) Jakob Geipel et al. Remote Sensing
- Estimating Biomass of Barley Using Crop Surface Models (CSMs) Derived from UAV-Based RGB Imaging
- (2014) Juliane Bendig et al. Remote Sensing
- Area-based and location-based validation of classified image objects
- (2013) Timothy G. Whiteside et al. International Journal of Applied Earth Observation and Geoinformation
- Geographic Object-Based Image Analysis – Towards a new paradigm
- (2013) Thomas Blaschke et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- 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
- Broad-scale cruciferous weed patch classification in winter wheat using QuickBird imagery for in-season site-specific control
- (2013) Ana Isabel de Castro et al. PRECISION AGRICULTURE
- High spatial resolution three-dimensional mapping of vegetation spectral dynamics using computer vision
- (2013) Jonathan P. Dandois et al. REMOTE SENSING OF ENVIRONMENT
- Ecology and management of weeds under conservation agriculture: A review
- (2012) Bhagirath Singh Chauhan et al. CROP PROTECTION
- An Evaluation of Bagging, Boosting, and Random Forests for Land-Cover Classification in Cape Cod, Massachusetts, USA
- (2012) Bardan Ghimire et al. GIScience & Remote Sensing
- An evaluation of ensemble classifiers for mapping Natura 2000 heathland in Belgium using spaceborne angular hyperspectral (CHRIS/Proba) imagery
- (2012) Jonathan Cheung-Wai Chan et al. International Journal of Applied Earth Observation and Geoinformation
- Why Early Season Weed Control Is Important in Maize
- (2012) Eric R. Page et al. WEED SCIENCE
- An assessment of the effectiveness of a random forest classifier for land-cover classification
- (2011) V.F. Rodriguez-Galiano et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Weed discrimination using ultrasonic sensors
- (2011) D ANDÚJAR et al. WEED RESEARCH
- Weed detection for site-specific weed management: mapping and real-time approaches
- (2010) F LÓPEZ-GRANADOS WEED RESEARCH
- Beyond patch spraying: site-specific weed management with several herbicides
- (2008) L. J. Wiles PRECISION AGRICULTURE
- Integrated Weed Management: Knowledge-Based Weed Management Systems
- (2008) Clarence J. Swanton et al. WEED SCIENCE
- Autonomous robotic weed control systems: A review
- (2007) D.C. Slaughter et al. COMPUTERS AND ELECTRONICS IN AGRICULTURE
Publish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn MoreBecome a Peeref-certified reviewer
The Peeref Institute provides free reviewer training that teaches the core competencies of the academic peer review process.
Get Started