Deep learning models for river classification at sub-meter resolutions from multispectral and panchromatic commercial satellite imagery

Using deep learning for automatic water stage measurements

(2021) Anette Eltner et al.   WATER RESOURCES RESEARCH

Convolutional neural networks for water segmentation using sentinel-2 red, green, blue (RGB) composites and derived spectral indices

(2021) Thomas James et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Towards global flood mapping onboard low cost satellites with machine learning

(2021) Gonzalo Mateo-Garcia et al.   Scientific Reports

The Surface Water and Ocean Topography (SWOT) Mission River Database (SWORD): A Global River Network for Satellite Data Products

(2021) Elizabeth H. Altenau et al.   WATER RESOURCES RESEARCH

Recent changes to Arctic river discharge

(2021) Dongmei Feng et al.   Nature Communications

Constraining Remote River Discharge Estimation Using Reach‐Scale Geomorphology

(2020) C. B. Brinkerhoff et al.   WATER RESOURCES RESEARCH

Adopting deep learning methods for airborne RGB fluvial scene classification

(2020) Patrice E. Carbonneau et al.   REMOTE SENSING OF ENVIRONMENT

Comparing Discharge Estimates Made via the BAM Algorithm in High‐Order Arctic Rivers Derived Solely From Optical CubeSat, Landsat, and Sentinel‐2 Data

(2019) Dongmei Feng et al.   WATER RESOURCES RESEARCH

Seeing Through the Clouds With DeepWaterMap

(2019) Leo F. Isikdogan et al.   IEEE Geoscience and Remote Sensing Letters

Estimating River Surface Elevation From ArcticDEM

(2018) Chunli Dai et al.   GEOPHYSICAL RESEARCH LETTERS

Land-use scene classification based on a CNN using a constrained extreme learning machine

(2018) Qian Weng et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Detecting, Extracting, and Monitoring Surface Water From Space Using Optical Sensors: A Review

(2018) Chang Huang et al.   REVIEWS OF GEOPHYSICS

Global extent of rivers and streams

(2018) George H. Allen et al.   SCIENCE

An Object-Based Image Analysis Method for Enhancing Classification of Land Covers Using Fully Convolutional Networks and Multi-View Images of Small Unmanned Aerial System

(2018) Tao Liu et al.   Remote Sensing

Google Earth Engine: Planetary-scale geospatial analysis for everyone

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

High-resolution mapping of global surface water and its long-term changes

(2016) Jean-François Pekel et al.   NATURE

Patterns of river width and surface area revealed by the satellite-derived North American River Width data set

(2015) George H. Allen et al.   GEOPHYSICAL RESEARCH LETTERS

Classification of Potential Water Bodies Using Landsat 8 OLI and a Combination of Two Boosted Random Forest Classifiers

(2015) Byoung Ko et al.   SENSORS

Automated Water Extraction Index: A new technique for surface water mapping using Landsat imagery

(2013) Gudina L. Feyisa et al.   REMOTE SENSING OF ENVIRONMENT

Estimating surface water area changes using time-series Landsat data in the Qingjiang River Basin, China

(2012) Zhiqiang Du et al.   Journal of Applied Remote Sensing

Large-scale river flow archives: importance, current status and future needs

(2010) David M. Hannah et al.   HYDROLOGICAL PROCESSES