Mariana Belgiu

36 papers C 8Journal 25Unranked 3

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Multi-modality transfer learning for cloudy remote sensing images: Addressing modality imbalance with knowledge distillation. Pattern Recognit. Yuze Wang, Rong Xiao, Haifeng Li, Mariana Belgiu, Chao Tao
2025	J	`jnl`	A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic Segmentation. CoRR Yuze Wang, Mariana Belgiu, Haiyang Wu, Dandan Zhong, Yangyang Cao, Chao Tao
2025	J	`jnl`	Enhancing Scene Classification in Cloudy Image Scenarios: A Collaborative Transfer Method with Information Regulation Mechanism using Optical Cloud-Covered and SAR Remote Sensing Images. CoRR Yuze Wang, Rong Xiao, Haifeng Li, Mariana Belgiu, Chao Tao
2025	J	`jnl`	Optimizing crop type mapping for fairness. Int. J. Appl. Earth Obs. Geoinformation Ilya Gorbunov, Caroline M. Gevaert, Mariana Belgiu
2025	—	`conf`	The SPACE4ALL Project: Accounting for the Hazard Exposure of the Urban Poor: Combining Remote Sensing and Citizen Science. JURSE Lorraine Trento Oliveira, Enzo Campomanes, Mariana Belgiu, Anne M. Dijkstra, Ángela Abascal, Monika Kuffer
2025	J	`jnl`	The impact of spatiotemporal variability of environmental conditions on wheat yield forecasting using remote sensing data and machine learning. Int. J. Appl. Earth Obs. Geoinformation Keltoum Khechba, Mariana Belgiu, Ahmed Laamrani, Alfred Stein, Abdelhakim Amazirh, Abdelghani G. Chehbouni
2024	J	`jnl`	Efficient Cloud Removal Network for Satellite Images Using SAR-Optical Image Fusion. IEEE Geosci. Remote. Sens. Lett. Chenxi Duan, Mariana Belgiu, Alfred Stein
2024	J	`jnl`	Few-Shot Learning for Crop Mapping from Satellite Image Time Series. Remote. Sens. Sina Mohammadi, Mariana Belgiu, Alfred Stein
2024	C	`conf`	Gathering, Structuring, and Analyzing the Space-Related Educational Programs and Their Courses at the Bachelor, Master, PhD, and Continuous Education Levels. IGARSS Mariana Belgiu, Yolla Al Asmar, Raian Vargas Maretto, Hanh La, Stanislav Ronzhin, Heidi Thiemann, Silva Kerkezian, Mari Kolehmainen, Jean-David Bodenan, Danijela Stupar, Nicolas Peter, George Petrakis, Christie Maddock, Emmanouil Detsis
2024	J	`jnl`	Mapping Integrated Crop-Livestock Systems Using Fused Sentinel-2 and PlanetScope Time Series and Deep Learning. Remote. Sens. João P. S. Werner, Mariana Belgiu, Inácio T. Bueno, Aliny A. Dos Reis, Ana P. S. G. D. Toro, João F. G. Antunes, Alfred Stein, Rubens A. C. Lamparelli, Paulo Sergio Graziano Magalhães, Alexandre Camargo Coutinho, Júlio C. D. M. Esquerdo, Gleyce Kelly Dantas Araújo Figueiredo
2024	J	`jnl`	Mapping tobacco planting areas in smallholder farmlands using Phenological-Spatial-Temporal LSTM from time-series Sentinel-1 SAR images. Int. J. Appl. Earth Obs. Geoinformation Mengmeng Li, Xiaomin Feng, Mariana Belgiu
2024	C	`conf`	Multi-Feature Fusion Network for Efficient Cloud Removal Using SAR-Optical Image Fusion. IGARSS Chenxi Duan, Mariana Belgiu, Alfred Stein
2024	J	`jnl`	Spatially Explicit Active Learning for Crop-Type Mapping from Satellite Image Time Series. Sensors Beatrice Kaijage, Mariana Belgiu, Wietske Bijker
2024	C	`conf`	Stratified Machine Learning Models for Wheat Yield Estimation Using Remote Sensing Data. IGARSS Keltoum Khechba, Mariana Belgiu, Ahmed Laamrani, Qi Dong, Alfred Stein, Abdelghani G. Chehbouni
2023	C	`conf`	Task Agnostic Cost Prediction Module for Semantic Labeling in Active Learning. IGARSS Srikumar Sastry, Nathan Jacobs, Mariana Belgiu, Raian Vargas Maretto
2022	J	`jnl`	A spatial statistical study of the distribution of Sardinian nuraghes. Ann. GIS Alfred Stein, Claudio Detotto, Mariana Belgiu
2022	J	`jnl`	Assessing the generalization capability of deep learning networks for aerial image classification using landscape metrics. Int. J. Appl. Earth Obs. Geoinformation Caroline M. Gevaert, Mariana Belgiu
2022	—	`conf`	Updating and using the EO4GEO Body of Knowledge for (AI) concept annotation. AGILE Conf. Rob Lemmens, Florian Albrecht, Stefan Lang, Sven Casteleyn, Martyna A. Stelmaszczuk-Górska, Marc Olijslagers, Mariana Belgiu, Carlos Granell, Ellen-Wien Augustijn, Carsten Pathe, Eva-Maria Missoni-Steinbacher, Aida Monfort-Muriach
2021	J	`jnl`	3D Fully Convolutional Neural Networks with Intersection Over Union Loss for Crop Mapping from Multi-Temporal Satellite Images. CoRR Sina Mohammadi, Mariana Belgiu, Alfred Stein
2021	C	`conf`	3D Fully Convolutional Neural Networks with Intersection over Union Loss for Crop Mapping from Multi-Temporal Satellite Images. IGARSS Sina Mohammadi, Mariana Belgiu, Alfred Stein
2021	J	`jnl`	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. Remote. Sens. Shobitha Shetty, Prasun Kumar Gupta, Mariana Belgiu, S. K. Srivastav
2021	C	`conf`	Geo-Ethics in Slum Mapping. IGARSS Maxwell Owusu, Monika Kuffer, Mariana Belgiu, Taïs Grippa, Moritz Lennert, Stefanos Georganos, Sabine Vanhuysse
2021	C	`conf`	HyNutri: Estimating the Nutritional Composition of Wheat from Multi-Temporal Prisma Data. IGARSS Mariana Belgiu, Michael T. Marshall, Mirco Boschetti, Monica Pepe, Alfred Stein, Caroline Lievens
2021	J	`jnl`	Phenology-based sample generation for supervised crop type classification. Int. J. Appl. Earth Obs. Geoinformation Mariana Belgiu, Wietske Bijker, Ovidiu Csillik, Alfred Stein
2021	J	`jnl`	Towards user-driven earth observation-based slum mapping. Comput. Environ. Urban Syst. Maxwell Owusu, Monika Kuffer, Mariana Belgiu, Taïs Grippa, Moritz Lennert, Stefanos Georganos, Sabine Vanhuysse
2021	C	`conf`	Tree Species Mapping in Tropical Forests Using Hyperspectral Remote Sensing and Machine Learning. IGARSS Anushree Badola, Hitendra Padalia, Mariana Belgiu, Prabhakar Alok Verma
2021	J	`jnl`	Vegetable mapping using fuzzy classification of Dynamic Time Warping distances from time series of Sentinel-1A images. Int. J. Appl. Earth Obs. Geoinformation Wisdom Simataa Moola, Wietske Bijker, Mariana Belgiu, Mengmeng Li
2019	J	`jnl`	Object-Based Time-Constrained Dynamic Time Warping Classification of Crops Using Sentinel-2. Remote. Sens. Ovidiu Csillik, Mariana Belgiu, Gregory P. Asner, Maggi Kelly
2019	J	`jnl`	Rodents and satellites: Predicting mice abundance and distribution with Sentinel-2 data. Ecol. Informatics Verónica Andreo, Mariana Belgiu, Diana Brito Hoyos, Frank B. Osei, Cecilia Provensal, Alfred Stein
2019	J	`jnl`	Sensitivity of multiresolution segmentation to spatial extent. Int. J. Appl. Earth Obs. Geoinformation Lucian Dragut, Mariana Belgiu, George Popescu, Peter Bandura
2019	J	`jnl`	Spatiotemporal Image Fusion in Remote Sensing. Remote. Sens. Mariana Belgiu, Alfred Stein
2016	J	`jnl`	ImageQuerying - prototypische Implementierung eines Systems zur raumzeitlichen und inhaltsbasierten Satellitenbildsuche und Satellitenbildanalyse. AGIT Journal Angew. Geoinformatik Dirk Tiede, Martin Sudmanns, Andrea Baraldi, Mariana Belgiu, Stefan Lang
2015	J	`jnl`	Open Geospatial Education. ISPRS Int. J. Geo Inf. Mariana Belgiu, Josef Strobl, Gudrun Wallentin
2014	—	`conf`	Demography of Twitter Users in the City of London: An Exploratory Spatial Data Analysis Approach. CARTOCON Barbara Hofer, Thomas J. Lampoltshammer, Mariana Belgiu
2014	J	`jnl`	Ontology-Based Classification of Building Types Detected from Airborne Laser Scanning Data. Remote. Sens. Mariana Belgiu, Ivan Tomljenovic, Thomas J. Lampoltshammer, Thomas Blaschke, Bernhard Höfle
2012	J	`jnl`	Recommender-based enhancement of discovery in Geoportals. Int. J. Spatial Data Infrastructures Res. Bernhard Vockner, Mariana Belgiu, Manfred Mittlboeck