Identification of Weeds Based on Hyperspectral Imaging and Machine Learning

Assessment of Mixed Sward Using Context Sensitive Convolutional Neural Networks

(2020) Christopher J. Bateman et al.   Frontiers in Plant Science

Real-time weed-crop classification and localisation technique for robotic weed control in lettuce

(2020) Rekha Raja et al.   BIOSYSTEMS ENGINEERING

Phenology-based discrimination of maize (Zea mays L.) varieties using multitemporal hyperspectral data

(2019) Walter Chivasa et al.   Journal of Applied Remote Sensing

Tree species classification in tropical forests using visible to shortwave infrared WorldView-3 images and texture analysis

(2019) Matheus Pinheiro Ferreira et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Analysis of Spectral Bands and Spatial Resolutions for Weed Classification Via Deep Convolutional Neural Network

(2019) Adnan Farooq et al.   IEEE Geoscience and Remote Sensing Letters

A review on weed detection using ground-based machine vision and image processing techniques

(2019) Aichen Wang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Predicting the quality of ryegrass using hyperspectral imaging

(2019) Paul R. Shorten et al.   Plant Methods

Multi-Resolution Weed Classification via Convolutional Neural Network and Superpixel Based Local Binary Pattern Using Remote Sensing Images

(2019) Adnan Farooq et al.   Remote Sensing

Deep Learning for Classification of Hyperspectral Data: A Comparative Review

(2019) Nicolas Audebert et al.   IEEE Geoscience and Remote Sensing Magazine

Detection of anthracnose in tea plants based on hyperspectral imaging

(2019) Lin Yuan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Partial least squares-discriminant analysis (PLS-DA) for classification of high-dimensional (HD) data: a review of contemporary practice strategies and knowledge gaps

(2018) Loong Chuen Lee et al.   ANALYST

Weed species discrimination based on SIMCA analysis of plant canopy spectral data

(2018) Alimohammad Shirzadifar et al.   BIOSYSTEMS ENGINEERING

Hyperspectral imaging, a non-destructive technique in medicinal and aromatic plant products industry: Current status and potential future applications

(2018) Sajad Kiani et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Evaluating canopy spectral reflectance vegetation indices to estimate nitrogen use traits in hard winter wheat

(2018) Katherine Frels et al.   FIELD CROPS RESEARCH

Multisource Remote Sensing Data Classification Based on Convolutional Neural Network

(2018) Xiaodong Xu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Chemometrics and hyperspectral imaging applied to assessment of chemical, textural and structural characteristics of meat

(2018) Marlon M. Reis et al.   MEAT SCIENCE

Using Support Vector Machines classification to differentiate spectral signatures of potato plants infected with Potato Virus Y

(2018) L.M. Griffel et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Rapid identification of wood species by near-infrared spatially resolved spectroscopy (NIR-SRS) based on hyperspectral imaging (HSI)

(2018) Te Ma et al.   HOLZFORSCHUNG

Spatial-Aware Collaborative Representation for Hyperspectral Remote Sensing Image Classification

(2017) Junjun Jiang et al.   IEEE Geoscience and Remote Sensing Letters

Hyperspectral image denoising with superpixel segmentation and low-rank representation

(2017) Fan Fan et al.   INFORMATION SCIENCES

Hyperspectral image reconstruction by deep convolutional neural network for classification

(2017) Yunsong Li et al.   PATTERN RECOGNITION

Classification of individual cotton seeds with respect to variety using near-infrared hyperspectral imaging

(2016) Sófacles Figueredo Carreiro Soares et al.   Analytical Methods

Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC

(2016) Aki Vehtari et al.   STATISTICS AND COMPUTING

Development and analytical validation of a screening method for simultaneous detection of five adulterants in raw milk using mid-infrared spectroscopy and PLS-DA

(2015) Bruno G. Botelho et al.   FOOD CHEMISTRY

Fluorescence spectroscopy coupled with PARAFAC and PLS DA for characterization and classification of honey

(2015) Lea Lenhardt et al.   FOOD CHEMISTRY

Region-Kernel-Based Support Vector Machines for Hyperspectral Image Classification

(2015) Jiangtao Peng et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Classification of Hyperspectral Images by Exploiting Spectral–Spatial Information of Superpixel via Multiple Kernels

(2015) Leyuan Fang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Spectral and Image Integrated Analysis of Hyperspectral Data for Waxy Corn Seed Variety Classification

(2015) Xiaoling Yang et al.   SENSORS

Deep Learning-Based Classification of Hyperspectral Data

(2014) Yushi Chen et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Weed Identification from Winter Rape at Seedling Stage Based on Spectral Variable Selection

(2014) Xinhua Wei et al.   Sensor Letters

Comparative assessment of feature selection and classification techniques for visual inspection of pot plant seedlings

(2013) L.O.L.A. Silva et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Manifold-Learning-Based Feature Extraction for Classification of Hyperspectral Data: A Review of Advances in Manifold Learning

(2013) Dalton Lunga et al.   IEEE SIGNAL PROCESSING MAGAZINE

Prediction of the geographical origin of butters by partial least square discriminant analysis (PLS-DA) applied to infrared spectroscopy (FTIR) data

(2013) M. Bassbasi et al.   JOURNAL OF FOOD COMPOSITION AND ANALYSIS

A hybrid SVM-PSO model for forecasting monthly streamflow

(2013) Ch. Sudheer et al.   NEURAL COMPUTING & APPLICATIONS

Raisin Quality Classification Using Least Squares Support Vector Machine (LSSVM) Based on Combined Color and Texture Features

(2011) Xinjie Yu et al.   Food and Bioprocess Technology

A Review of Band Assignments in near Infrared Spectra of Wood and Wood Components

(2011) Manfred Schwanninger et al.   JOURNAL OF NEAR INFRARED SPECTROSCOPY

Using imaging spectroscopy to estimate integrated measures of foliage nutritional quality

(2011) Kara N. Youngentob et al.   Methods in Ecology and Evolution

The potential global distribution of the invasive weed Nassella neesiana under current and future climates

(2010) Graeme W. Bourdôt et al.   BIOLOGICAL INVASIONS

SVM- and MRF-Based Method for Accurate Classification of Hyperspectral Images

(2010) Yuliya Tarabalka et al.   IEEE Geoscience and Remote Sensing Letters

Feature Selection for Classification of Hyperspectral Data by SVM

(2010) Mahesh Pal et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles

(2008) Mathieu Fauvel et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep, Narrow Sigmoid Belief Networks Are Universal Approximators

(2008) Ilya Sutskever et al.   NEURAL COMPUTATION