Unsupervised self-training method based on deep learning for soil moisture estimation using synergy of sentinel-1 and sentinel-2 images

Soil Moisture Content Estimation Based on Sentinel-1 SAR Imagery Using an Artificial Neural Network and Hydrological Components

(2022) Jeehun Chung et al.   Remote Sensing

Estimation of soil moisture content under high maize canopy coverage from UAV multimodal data and machine learning

(2022) Minghan Cheng et al.   AGRICULTURAL WATER MANAGEMENT

Soil Moisture Retrieval in Farmland Areas with Sentinel Multi-Source Data Based on Regression Convolutional Neural Networks

(2021) Jian Liu et al.   SENSORS

Machine learning algorithms for soil moisture estimation using Sentinel-1: Model development and implementation

(2021) Sumit Kumar Chaudhary et al.   ADVANCES IN SPACE RESEARCH

A Convolutional Neural Network Algorithm for Soil Moisture Prediction from Sentinel-1 SAR Images

(2021) Ehab H. Hegazi et al.   Remote Sensing

A Method to Estimate Surface Soil Moisture and Map the Irrigated Cropland Area Using Sentinel-1 and Sentinel-2 Data

(2021) Saman Rabiei et al.   Sustainability

Retrieval of Soil Moisture by Integrating Sentinel-1A and MODIS Data over Agricultural Fields

(2020) Yizhi Han et al.   Water

Soil moisture retrieval from Sentinel-1 acquisitions in an arid environment in Tunisia: application of Artificial Neural Networks techniques

(2019) A. Hachani et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Retrieving Soil Moisture Over Continental U.S. via Multi-View Multi-Task Learning

(2019) Lingling Ge et al.   IEEE Geoscience and Remote Sensing Letters

Estimating surface soil moisture from SMAP observations using a Neural Network technique

(2018) J. Kolassa et al.   REMOTE SENSING OF ENVIRONMENT

Comprehensive evaluation of soil moisture retrieval models under different crop cover types using C-band synthetic aperture radar data

(2018) P. Kumar et al.   Geocarto International

A CNN-Based Fusion Method for Feature Extraction from Sentinel Data

(2018) Giuseppe Scarpa et al.   Remote Sensing

Synergetic Use of Sentinel-1 and Sentinel-2 Data for Soil Moisture Mapping at Plot Scale

(2018) Reza Attarzadeh et al.   Remote Sensing

Review of Machine Learning Approaches for Biomass and Soil Moisture Retrievals from Remote Sensing Data

(2015) Iftikhar Ali et al.   Remote Sensing

The Soil Moisture Active Passive (SMAP) Mission

(2010) Dara Entekhabi et al.   PROCEEDINGS OF THE IEEE