Mapping Crop Types in Southeast India with Smartphone Crowdsourcing and Deep Learning

Impact of Various Atmospheric Corrections on Sentinel-2 Land Cover Classification Accuracy Using Machine Learning Classifiers

(2020) Luka Rumora et al.   ISPRS International Journal of Geo-Information

Contemporary comparative assessment of atmospheric correction influence on radiometric indices between Sentinel-2A and Landsat 8 imagery

(2019) Luka Rumora et al.   Geocarto International

Crop type mapping without field-level labels: Random forest transfer and unsupervised clustering techniques

(2019) Sherrie Wang et al.   REMOTE SENSING OF ENVIRONMENT

High resolution paddy rice maps in cloud-prone Bangladesh and Northeast India using Sentinel-1 data

(2019) Mrinal Singha et al.   Scientific Data

Exploring the Potential of Mapping Cropping Patterns on Smallholder Scale Croplands Using Sentinel-1 SAR Data

(2019) Juliana Useya et al.   Chinese Geographical Science

Smallholder maize area and yield mapping at national scales with Google Earth Engine

(2019) Zhenong Jin et al.   REMOTE SENSING OF ENVIRONMENT

Above-ground biomass prediction by Sentinel-1 multitemporal data in central Italy with integration of ALOS2 and Sentinel-2 data

(2018) Gaia Vaglio Laurin et al.   Journal of Applied Remote Sensing

Recurrent Neural Networks for Multivariate Time Series with Missing Values

(2018) Zhengping Che et al.   Scientific Reports

A rule-based approach for crop identification using multi-temporal and multi-sensor phenological metrics

(2018) Gohar Ghazaryan et al.   European Journal of Remote Sensing

How much of the world's food do smallholders produce?

(2018) Vincent Ricciardi et al.   Global Food Security-Agriculture Policy Economics and Environment

Multi-Temporal Land Cover Classification with Sequential Recurrent Encoders

(2018) Marc Rußwurm et al.   ISPRS International Journal of Geo-Information

Remote Sensing-Based Yield Forecasting for Sugarcane (Saccharum officinarum L.) Crop in India

(2018) S. K. Dubey et al.   Journal of the Indian Society of Remote Sensing

A first assessment of the Sentinel-2 Level 1-C cloud mask product to support informed surface analyses

(2018) Rosa Coluzzi et al.   REMOTE SENSING OF ENVIRONMENT

Near real-time agriculture monitoring at national scale at parcel resolution: Performance assessment of the Sen2-Agri automated system in various cropping systems around the world

(2018) Pierre Defourny et al.   REMOTE SENSING OF ENVIRONMENT

Agriculture in Africa – Telling myths from facts: A synthesis

(2017) Luc Christiaensen   FOOD POLICY

Ten striking facts about agricultural input use in Sub-Saharan Africa

(2017) Megan Sheahan et al.   FOOD POLICY

Landsat-8 vs. Sentinel-2: examining the added value of sentinel-2’s red-edge bands to land-use and land-cover mapping in Burkina Faso

(2017) Gerald Forkuor et al.   GIScience & Remote Sensing

Satellite-based assessment of yield variation and its determinants in smallholder African systems

(2017) Marshall Burke et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Landsat-based classification in the cloud: An opportunity for a paradigm shift in land cover monitoring

(2017) G. Azzari et al.   REMOTE SENSING OF ENVIRONMENT

Understanding the temporal behavior of crops using Sentinel-1 and Sentinel-2-like data for agricultural applications

(2017) Amanda Veloso et al.   REMOTE SENSING OF ENVIRONMENT

Google Earth Engine: Planetary-scale geospatial analysis for everyone

(2017) Noel Gorelick et al.   REMOTE SENSING OF ENVIRONMENT

Subnational distribution of average farm size and smallholder contributions to global food production

(2016) Leah H Samberg et al.   Environmental Research Letters

Deep Learning Earth Observation Classification Using ImageNet Pretrained Networks

(2016) Dimitrios Marmanis et al.   IEEE Geoscience and Remote Sensing Letters

Classification with Noisy Labels by Importance Reweighting

(2016) Tongliang Liu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Mapping rice-fallow cropland areas for short-season grain legumes intensification in South Asia using MODIS 250 m time-series data

(2016) Murali Krishna Gumma et al.   International Journal of Digital Earth

Optical remotely sensed time series data for land cover classification: A review

(2016) Cristina Gómez et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Mapping Smallholder Wheat Yields and Sowing Dates Using Micro-Satellite Data

(2016) Meha Jain et al.   Remote Sensing

First Experience with Sentinel-2 Data for Crop and Tree Species Classifications in Central Europe

(2016) Markus Immitzer et al.   Remote Sensing

Sentinel-2’s Potential for Sub-Pixel Landscape Feature Detection

(2016) Julien Radoux et al.   Remote Sensing

Remotely sensed high resolution irrigated area mapping in India for 2000 to 2015

(2016) Anukesh Krishnankutty Ambika et al.   Scientific Data

Mapping of rice-cropping pattern and cultural type using remote-sensing and ancillary data: a case study for South and Southeast Asian countries

(2015) K.R. Manjunath et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Deep learning

(2015) Yann LeCun et al.   NATURE

Assessment of an Operational System for Crop Type Map Production Using High Temporal and Spatial Resolution Satellite Optical Imagery

(2015) Jordi Inglada et al.   Remote Sensing

Estimating green LAI in four crops: Potential of determining optimal spectral bands for a universal algorithm

(2014) Anthony L. Nguy-Robertson et al.   AGRICULTURAL AND FOREST METEOROLOGY

Evidence for increased monoculture cropping in the Central United States

(2013) James D. Plourde et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Mapping a Specific Crop—A Temporal Approach for Sugarcane Ratoon

(2013) G. Misra et al.   Journal of the Indian Society of Remote Sensing

Advances in Remote Sensing of Agriculture: Context Description, Existing Operational Monitoring Systems and Major Information Needs

(2013) Clement Atzberger   Remote Sensing

A Phenology-Based Classification of Time-Series MODIS Data for Rice Crop Monitoring in Mekong Delta, Vietnam

(2013) Nguyen-Thanh Son et al.   Remote Sensing

Diversified Farming Systems: An Agroecological, Systems-based Alternative to Modern Industrial Agriculture

(2012) Claire Kremen et al.   ECOLOGY AND SOCIETY

Evaluation of random forest method for agricultural crop classification

(2012) Asli Ozdarici Ok et al.   European Journal of Remote Sensing