Quantitative estimation of soil properties using hybrid features and RNN variants

A three-level Multiple-Kernel Learning approach for soil spectral analysis

(2020) Nikolaos L. Tsakiridis et al.   NEUROCOMPUTING

Simultaneous prediction of soil properties from VNIR-SWIR spectra using a localized multi-channel 1-D convolutional neural network

(2020) Nikolaos L. Tsakiridis et al.   GEODERMA

Employing a Multi-Input Deep Convolutional Neural Network to Derive Soil Clay Content from a Synergy of Multi-Temporal Optical and Radar Imagery Data

(2020) Nikolaos Tziolas et al.   Remote Sensing

Transfer learning to localise a continental soil vis-NIR calibration model

(2019) J. Padarian et al.   GEODERMA

Effective feature extraction through segmentation-based folded-PCA for hyperspectral image classification

(2019) Md. Palash Uddin et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Estimation of soil properties from the EU spectral library using long short-term memory networks

(2019) Simranjit Singh et al.   Geoderma Regional

Using deep learning for multivariate mapping of soil with quantified uncertainty

(2019) Alexandre M.J.-C. Wadoux   GEODERMA

Modified Tensor Locality Preserving Projection for Dimensionality Reduction of Hyperspectral Images

(2018) Yang-Jun Deng et al.   IEEE Geoscience and Remote Sensing Letters

Efficient classification of the hyperspectral images using deep learning

(2018) Simranjit Singh et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Transfer Learning for Soil Spectroscopy Based on Convolutional Neural Networks and Its Application in Soil Clay Content Mapping Using Hyperspectral Imagery

(2018) Lanfa Liu et al.   SENSORS

In search of an optimum sampling algorithm for prediction of soil properties from infrared spectra

(2018) Wartini Ng et al.   PeerJ

Learning and Transferring Deep Joint Spectral–Spatial Features for Hyperspectral Classification

(2017) Jingxiang Yang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep Recurrent Neural Networks for Hyperspectral Image Classification

(2017) Lichao Mou et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Dimension Reduction Aided Hyperspectral Image Classification with a Small-sized Training Dataset: Experimental Comparisons

(2017) Jinya Su et al.   SENSORS

Combining Soil Databases for Topsoil Organic Carbon Mapping in Europe

(2016) Ece Aksoy et al.   PLoS One

Bilateral filtering inspired locality preserving projections for hyperspectral images

(2015) Xinrong Li et al.   NEUROCOMPUTING

A map of the topsoil organic carbon content of Europe generated by a generalized additive model

(2014) D. de Brogniez et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

The LUCAS topsoil database and derived information on the regional variability of cropland topsoil properties in the European Union

(2013) Gergely Tóth et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Prediction of Soil Organic Carbon at the European Scale by Visible and Near InfraRed Reflectance Spectroscopy

(2013) Antoine Stevens et al.   PLoS One

Optical sensing and chemometric analysis of soil organic carbon - a cost effective alternative to conventional laboratory methods?

(2011) S. M. O’ Rourke et al.   SOIL USE AND MANAGEMENT