Mariana Belgiu

发表

Random forest in remote sensing: A review of applications and future directions

Mariana Belgiu, Lucian Drăguţ, M. Belgiu, 2016 .

Sentinel-2 cropland mapping using pixel-based and object-based time-weighted dynamic time warping analysis

Mariana Belgiu, Ovidiu Csillik, M. Belgiu, 2018 .

Assessing the Effect of Training Sampling Design on the Performance of Machine Learning Classifiers for Land Cover Mapping Using Multi-Temporal Remote Sensing Data and Google Earth Engine

Mariana Belgiu, Prasun Kumar Gupta, Shobitha Shetty, 2021, Remote. Sens..

Mapping crop types in complex farming areas using SAR imagery with dynamic time warping

Mariana Belgiu, Wietske Bijker, Getachew Workineh Gella, 2021, ISPRS Journal of Photogrammetry and Remote Sensing.

Quantitative evaluation of variations in rule-based classifications of land cover in urban neighbourhoods using WorldView-2 imagery

Mariana Belgiu, Josef Strobl, Lucian Drǎguţ, 2014, ISPRS journal of photogrammetry and remote sensing : official publication of the International Society for Photogrammetry and Remote Sensing.

Towards user-driven earth observation-based slum mapping

Mariana Belgiu, Sabine Vanhuysse, Taïs Grippa, 2021, Comput. Environ. Urban Syst..

Ontology-Based Classification of Building Types Detected from Airborne Laser Scanning Data

Thomas Blaschke, Thomas J. Lampoltshammer, Mariana Belgiu, 2014, Remote. Sens..

Ontologies to interpret remote sensing images: why do we need them?

Damien Arvor, Mariana Belgiu, Zoe Falomir, 2019, GIScience & Remote Sensing.

Architecture and prototypical implementation of a semantic querying system for big Earth observation image bases

Dirk Tiede, Mariana Belgiu, Martin Sudmanns, 2017, European journal of remote sensing.

Object-Based Time-Constrained Dynamic Time Warping Classification of Crops Using Sentinel-2

Gregory Asner, Mariana Belgiu, Maggi Kelly, 2019, Remote. Sens..

Spatiotemporal Image Fusion in Remote Sensing

Alfred Stein, Mariana Belgiu, A. Stein, 2019, Remote. Sens..

Vegetable mapping using fuzzy classification of Dynamic Time Warping distances from time series of Sentinel-1A images

Mariana Belgiu, Wietske Bijker, Mengmeng Li, 2021, Int. J. Appl. Earth Obs. Geoinformation.

Improvement in crop mapping from satellite image time series by effectively supervising deep neural networks

M. Belgiu, Sina Mohammadi, A. Stein, 2023, ISPRS Journal of Photogrammetry and Remote Sensing.

BODY OF KNOWLEDGE FOR THE EARTH OBSERVATION AND GEOINFORMATION SECTOR – A BASIS FOR INNOVATIVE SKILLS DEVELOPMENT

Thomas Jagdhuber, Clémence Dubois, Rob Lemmens, 2020 .

Examining energy and nutrient production across the different agroecological zones in rural Ethiopia using statistical methods

K. Baye, Habtamu Guja, Mariana Belgiu, 2023, Food Science & Nutrition.

Automated near real-time earth observation level 2 product generation for semantic querying

Dirk Tiede, Mariana Belgiu, Stefan Lang, 2016 .

Mapping Tree Species Richness of Tropical Forest using Airborne Hyperspectral Remote Sensing

P. A. Verma, M. Belgiu, H. Padalia, 2019 .

Cropland mapping from Sentinel-2 time series data using object-based image analysis

Mariana Belgiu, Ovidiu Csillik, O. Csillik, 2017 .

Comparing supervised and unsupervised multiresolution segmentation approaches for extracting buildings from very high resolution imagery

Mariana Belgiu, Lucian Drǎguţ, M. Belgiu, 2014, ISPRS journal of photogrammetry and remote sensing : official publication of the International Society for Photogrammetry and Remote Sensing.

PRISMA and Sentinel-2 spectral response to the nutrient composition of grains

M. Boschetti, M. Pepe, M. Belgiu, 2023, Remote Sensing of Environment.

DYNAMIC TIME WARPING FOR CROPS MAPPING

M. Marshall, M. Belgiu, Y. Zhou, 2020, The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences.

Field-level crop yield estimation with PRISMA and Sentinel-2

M. Boschetti, M. Pepe, M. Belgiu, 2022, ISPRS Journal of Photogrammetry and Remote Sensing.

Phenology-based sample generation for supervised crop type classification

Mariana Belgiu, Alfred Stein, Ovidiu Csillik, 2021, Int. J. Appl. Earth Obs. Geoinformation.

Rodents and satellites: Predicting mice abundance and distribution with Sentinel-2 data

Verónica Andreo, Alfred Stein, Mariana Belgiu, 2019, Ecol. Informatics.

Tree Species Mapping in Tropical Forests Using Hyperspectral Remote Sensing and Machine Learning

P. A. Verma, H. Padalia, Anushree Badola, 2021, 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS.

Coupling formalized knowledge bases with object-based image analysis

Barbara Hofer, Mariana Belgiu, Peter Hofmann, 2014 .

ADDING SEMANTICS TO SPATIAL CONTENT-A LAND COVER SCENARIO

J. Strobl, M. Belgiu, Manfred Mittlboeck, 2012 .

Towards a framework for agent-based image analysis of remote-sensing data

Vera Andrejchenko, Thomas Blaschke, Thomas J. Lampoltshammer, 2015, International journal of image and data fusion.

Mapping tobacco planting areas in smallholder farmlands using Phenological-Spatial-Temporal LSTM from time-series Sentinel-1 SAR images

Mengmeng Li, Mariana Belgiu, Xiaomin Feng, 2024, International Journal of Applied Earth Observation and Geoinformation.

Few-Shot Learning for Crop Mapping from Satellite Image Time Series

Mariana Belgiu, Alfred Stein, Sina Mohammadi, 2024, Remote. Sens..

Agent based image analysis (ABIA) - preliminary research results from an implemented framework

Vera Andrejchenko, Thomas Blaschke, Thomas J. Lampoltshammer, 2016 .

Sensitivity of multiresolution segmentation to spatial extent

Mariana Belgiu, George Popescu, Lucian Dragut, 2019, Int. J. Appl. Earth Obs. Geoinformation.