Integrating topographic knowledge into deep learning for the void-filling of digital elevation models

Geomorphology-oriented digital terrain analysis: Progress and perspectives

(2021) Liyang Xiong et al.   Journal of Geographical Sciences

Configurational Entropy for Optimizing the Encryption of Digital Elevation Model Based on Chaos System and Linear Prediction

(2021) Xinghua Cheng et al.   Applied Sciences-Basel

Spatial–temporal variation of land use and land cover change in the glacial affected area of the Tianshan Mountains

(2021) Hong Wei et al.   CATENA

Deep learning-based approach for landform classification from integrated data sources of digital elevation model and imagery

(2020) Sijin Li et al.   GEOMORPHOLOGY

Deep learning in environmental remote sensing: Achievements and challenges

(2020) Qiangqiang Yuan et al.   REMOTE SENSING OF ENVIRONMENT

Spatial interpolation using conditional generative adversarial neural networks

(2019) Di Zhu et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

The definition of remotely sensed reflectance quantities suitable for rugged terrain

(2019) Shengbiao Wu et al.   REMOTE SENSING OF ENVIRONMENT

Global open-access DEM performances in Earth's most rugged region High Mountain Asia: A multi-level assessment

(2019) Kai Liu et al.   GEOMORPHOLOGY

GeoAI: spatially explicit artificial intelligence techniques for geographic knowledge discovery and beyond

(2019) Krzysztof Janowicz et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Void Filling of Digital Elevation Models with a Terrain Texture Learning Model Based on Generative Adversarial Networks

(2019) Qiu et al.   Remote Sensing

Modeling surface longwave radiation over high-relief terrain

(2019) Guangjian Yan et al.   REMOTE SENSING OF ENVIRONMENT

A shadow constrained conditional generative adversarial net for SRTM data restoration

(2019) Guoshuai Dong et al.   REMOTE SENSING OF ENVIRONMENT

Filling Voids in Elevation Models Using a Shadow-Constrained Convolutional Neural Network

(2019) Guoshuai Dong et al.   IEEE Geoscience and Remote Sensing Letters

Which DEM is best for analyzing fluvial landscape development in mountainous terrains?

(2018) Sarah J. Boulton et al.   GEOMORPHOLOGY

The impact of the terrain effect on land surface temperature variation based on Landsat-8 observations in mountainous areas

(2018) Juelin He et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Artefact detection in global digital elevation models (DEMs): The Maximum Slope Approach and its application for complete screening of the SRTM v4.1 and MERIT DEMs

(2018) Christian Hirt   REMOTE SENSING OF ENVIRONMENT

Automated terrain feature identification from remote sensing imagery: a deep learning approach

(2018) Wenwen Li et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

A practical method for reducing terrain effect on land surface temperature using random forest regression

(2018) Wei Zhao et al.   REMOTE SENSING OF ENVIRONMENT

Intercomparison and validation of MODIS and GLASS leaf area index (LAI) products over mountain areas: A case study in southwestern China

(2017) Huaan Jin et al.   International Journal of Applied Earth Observation and Geoinformation

Contextually guided very-high-resolution imagery classification with semantic segments

(2017) Wenzhi Zhao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

High-quality seamless DEM generation blending SRTM-1, ASTER GDEM v2 and ICESat/GLAS observations

(2017) Linwei Yue et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Cultivated land information extraction in UAV imagery based on deep convolutional neural network and transfer learning

(2017) Heng Lu et al.   Journal of Mountain Science

Towards a Common Framework for the Identification of Landforms on Terrain Models

(2017) Eric Guilbert et al.   ISPRS International Journal of Geo-Information

Uncertainties in the Shuttle Radar Topography Mission (SRTM) Heights: Insights from the Indian Himalaya and Peninsula

(2017) Manas Mukul et al.   Scientific Reports

Deep learning

(2015) Yann LeCun et al.   NATURE

An improved ANUDEM method combining topographic correction and DEM interpolation

(2015) Xianwei Zheng et al.   Geocarto International

Modeling the evolution of loess-covered landforms in the Loess Plateau of China using a DEM of underground bedrock surface

(2013) Li-Yang Xiong et al.   GEOMORPHOLOGY

EarthEnv-DEM90: A nearly-global, void-free, multi-scale smoothed, 90m digital elevation model from fused ASTER and SRTM data

(2013) Natalie Robinson et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Geomorphometry and landform mapping: What is a landform?

(2011) Ian S. Evans   GEOMORPHOLOGY

Filtering spatial error from DEMs: Implications for morphological change estimation

(2010) David J. Milan et al.   GEOMORPHOLOGY

Influence of survey strategy and interpolation model on DEM quality

(2009) George L. Heritage et al.   GEOMORPHOLOGY

Improving quality of public domain digital elevation models through data fusion

(2008) Manoj Karkee et al.   BIOSYSTEMS ENGINEERING

Integrating Landsat TM and SRTM-DEM derived variables with decision trees for habitat classification and change detection in complex neotropical environments

(2008) Steven E. Sesnie et al.   REMOTE SENSING OF ENVIRONMENT

DEM generation using ASAR (ENVISAT) for addressing the lack of freshwater ecosystems management, Santa Cruz Island, Galapagos

(2008) Noémi d'Ozouville et al.   REMOTE SENSING OF ENVIRONMENT