LaeNet: A Novel Lightweight Multitask CNN for Automatically Extracting Lake Area and Shoreline from Remote Sensing Images

ResUNet-a: A deep learning framework for semantic segmentation of remotely sensed data

(2020) Foivos I. Diakogiannis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Improved Pixel-Level Pavement-Defect Segmentation Using a Deep Autoencoder

(2020) Rytis Augustauskas et al.   SENSORS

Automatic Extraction of Supraglacial Lakes in Southwest Greenland during the 2014–2018 Melt Seasons Based on Convolutional Neural Network

(2020) Jiawei Yuan et al.   Water

Deep learning on edge: Extracting field boundaries from satellite images with a convolutional neural network

(2020) François Waldner et al.   REMOTE SENSING OF ENVIRONMENT

Achieving Higher Resolution Lake Area from Remote Sensing Images Through an Unsupervised Deep Learning Super-Resolution Method

(2020) Mengjiao Qin et al.   Remote Sensing

Response of Tibetan Plateau lakes to climate change: Trends, patterns, and mechanisms

(2020) Guoqing Zhang et al.   EARTH-SCIENCE REVIEWS

Shoreline Extraction from WorldView2 Satellite Data in the Presence of Foam Pixels Using Multispectral Classification Method

(2020) Audrey Minghelli et al.   Remote Sensing

Climatic and lake environmental changes in the Serling Co region of Tibet over a variety of timescales

(2019) Liping Zhu et al.   Science Bulletin

Robust, Long-term Lake Level Change from Multiple Satellite Altimeters in Tibet: Observing the Rapid Rise of Ngangzi Co over a New Wetland

(2019) Haihong Wang et al.   Remote Sensing

Temporal-spatial differences in lake water storage changes and their links to climate change throughout the Tibetan Plateau

(2019) Baojin Qiao et al.   REMOTE SENSING OF ENVIRONMENT

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

Advanced Lake Shoreline Extraction Approach by Integration of SAR Image and LIDAR Data

(2019) Nusret Demir et al.   MARINE GEODESY

Deep Transfer Learning for Few-Shot SAR Image Classification

(2019) Mohammad Rostami et al.   Remote Sensing

Water-Quality Classification of Inland Lakes Using Landsat8 Images by Convolutional Neural Networks

(2019) Fangling Pu et al.   Remote Sensing

A robust but variable lake expansion on the Tibetan Plateau

(2019) Guoqing Zhang et al.   Science Bulletin

Shadow Detection in Single RGB Images Using a Context Preserver Convolutional Neural Network Trained by Multiple Adversarial Examples

(2019) Sorour Mohajerani et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Deep Residual Autoencoder with Multiscaling for Semantic Segmentation of Land-Use Images

(2019) Lianfa Li   Remote Sensing

Learning to Pay Attention on Spectral Domain: A Spectral Attention Module-Based Convolutional Network for Hyperspectral Image Classification

(2019) Lichao Mou et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Using deep learning to map retrogressive thaw slumps in the Beiluhe region (Tibetan Plateau) from CubeSat images

(2019) Lingcao Huang et al.   REMOTE SENSING OF ENVIRONMENT

UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation

(2019) Zongwei Zhou et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

DeepUNet: A Deep Fully Convolutional Network for Pixel-Level Sea-Land Segmentation

(2018) Ruirui Li et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

ERN: Edge Loss Reinforced Semantic Segmentation Network for Remote Sensing Images

(2018) Shuo Liu et al.   Remote Sensing

Automatic Mapping of Thermokarst Landforms from Remote Sensing Images Using Deep Learning: A Case Study in the Northeastern Tibetan Plateau

(2018) Lingcao Huang et al.   Remote Sensing

Dongting Lake Water Level Forecast and Its Relationship with the Three Gorges Dam Based on a Long Short-Term Memory Network

(2018) Chen Liang et al.   Water

Shoreline change assessment using multi-temporal satellite images: a case study of Lake Sapanca, NW Turkey

(2017) Umit Duru   ENVIRONMENTAL MONITORING AND ASSESSMENT

Lake volume and groundwater storage variations in Tibetan Plateau's endorheic basin

(2017) Guoqing Zhang et al.   GEOPHYSICAL RESEARCH LETTERS

Lake seasonality across the Tibetan Plateau and their varying relationship with regional mass changes and local hydrology

(2017) Yanbin Lei et al.   GEOPHYSICAL RESEARCH LETTERS

A hybrid wavelet-support vector machine model for prediction of Lake water level fluctuations using hydro-meteorological data

(2017) Basant Yadav et al.   MEASUREMENT

Comparison of random forests and other statistical methods for the prediction of lake water level: a case study of the Poyang Lake in China

(2016) B. Li et al.   HYDROLOGY RESEARCH

Evaporation variability of Nam Co Lake in the Tibetan Plateau and its role in recent rapid lake expansion

(2016) Ning Ma et al.   JOURNAL OF HYDROLOGY

Comparison of random forests and other statistical methods for the prediction of lake water level: a case study of the Poyang Lake in China

(2016) B. Li et al.   Hydrology Research

An inventory of glacial lakes in the Third Pole region and their changes in response to global warming

(2015) Guoqing Zhang et al.   GLOBAL AND PLANETARY CHANGE

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Predicting the Water Level Fluctuation in an Alpine Lake Using Physically Based, Artificial Neural Network, and Time Series Forecasting Models

(2015) Chih-Chieh Young et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Deep learning

(2015) Yann LeCun et al.   NATURE

Exploring the water storage changes in the largest lake (Selin Co) over the Tibetan Plateau during 2003-2012 from a basin-wide hydrological modeling

(2015) Jing Zhou et al.   WATER RESOURCES RESEARCH

Shoreline movement monitoring based on SAR images in Shanghai, China

(2014) Xianwen Ding et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Accelerated lake expansion on the Tibetan Plateau in the 2000s: Induced by glacial melting or other processes?

(2014) Chunqiao Song et al.   WATER RESOURCES RESEARCH

Changes of glacial lakes and implications in Tian Shan, central Asia, based on remote sensing data from 1990 to 2010

(2013) Xin Wang et al.   Environmental Research Letters

Lake water volume calculation with time series remote-sensing images

(2013) Shanlong Lu et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Glacial lake distribution in the Mount Everest region: Uncertainty of measurement and conditions of formation

(2012) Franco Salerno et al.   GLOBAL AND PLANETARY CHANGE

Response of hydrological cycle to recent climate changes in the Tibetan Plateau

(2011) Kun Yang et al.   CLIMATIC CHANGE

Forecasting daily lake levels using artificial intelligence approaches

(2011) Ozgur Kisi et al.   COMPUTERS & GEOSCIENCES

Monitoring lake level changes on the Tibetan Plateau using ICESat altimetry data (2003–2009)

(2011) Guoqing Zhang et al.   REMOTE SENSING OF ENVIRONMENT