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M
Mariana Belgiu
university of twente
21
H-index
103
Paper Count
9.1K
Citation Count
0
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Published Papers
28
Publication Date
Publication Date
Impact Factor
Citations
Estimating agronomic variables in paddy rice with field and spaceborne spectroscopy
Smart Agricultural Technology
IF
5.7
2026-09-11
0
OA
AI
Rodolfo Ceriani; Francesco Fava; Francesco Nutini; Gabriele Candiani; Monica Pepe; Alberto Crema; Lorenzo Parigi; Leonardo Sid Ambrosini; Mariana Belgiu; Mirco Boschetti
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Addressing sample imbalance in deep learning based multi-temporal crop classification: a study in Jhansi, India
International Journal of Remote Sensing
IF
2.6
2026-04-05
0
PRE
AI
Margarret Ashmitha Antony Ravi; Prabhakar Alok Verma; Mariana Belgiu; Abhishek Danodia
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Multi-modality transfer learning for cloudy remote sensing images: Addressing modality imbalance with knowledge distillation
Pattern Recognition
IF
7.6
2026-02-25
0
PRE
AI
Yuze Wang; Rong Xiao; Haifeng Li; Mariana Belgiu; Chao Tao
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Fusion of EnMAP/PRISMA hyperspectral and Sentinel-2 multispectral imagery for estimating crop traits
International Journal of Remote Sensing
IF
2.6
2026-01-01
0
PRE
AI
Yilmaz, Volkan; Yilmaz, Cigdem Serifoglu; Belgiu, Mariana; Candiani, Gabriele; Pepe, Monica; Boschetti, Mirco; Nutini, Francesco; Marshall, Michael
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Joint Learning for Feature Reconstruction and Prediction in Agricultural Semantic Segmentation From Incomplete Satellite Image Time Series
IEEE Transactions on Geoscience and Remote Sensing
IF
8.6
2026-01-01
0
PRE
AI
Yuze Wang; Mariana Belgiu; Haiyang Wu; Dandan Zhong; Yangyang Cao; Haifeng Li; Chao Tao
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Improved mapping of perennial crop types based on intra-annual biophysical changing patterns of spectral endmembers
Remote Sensing of Environment
IF
11.4
2025-10-04
0
PRE
AI
Xiang Gao; Qiyuan Hu; Danfeng Sun; Mariana Belgiu; Fei Lun; Qiangqiang Sun; Zhengxin Ji; Xin Jiao
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Optimizing crop type mapping for fairness
International Journal of Applied Earth Observation and Geoinformation
IF
8.6
2025-06-21
0
PRE
AI
Ilya Gorbunov; Caroline M. Gevaert; Mariana Belgiu
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The impact of spatiotemporal variability of environmental conditions on wheat yield forecasting using remote sensing data and machine learning
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION
IF
8.6
2025-02-01
1
PRE
AI
Khechba, Keltoum; Belgiu, Mariana; Laamrani, Ahmed; Stein, Alfred; Amazirh, Abdelhakim; Chehbouni, Abdelghani
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A source-free unsupervised domain adaptation method for cross-regional and cross-time crop mapping from satellite image time series
REMOTE SENSING OF ENVIRONMENT
IF
11.4
2024-12-01
1
OA
AI
Mohammadi, Sina; Belgiu, Mariana; Stein, Alfred
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Design and Use of a Stratum-Based Yield Predictions to Address Challenges Associated with Spatial Heterogeneity and Sample Clustering in Agricultural Fields Using Remote Sensing Data
SUSTAINABILITY
IF
3.3
2024-10-23
1
OA
AI
Khechba, Keltoum; Laamrani, Ahmed; Belgiu, Mariana; Stein, Alfred; Dong, Qi; Chehbouni, Abdelghani
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Mapping tobacco planting areas in smallholder farmlands using Phenological-Spatial-Temporal LSTM from time-series Sentinel-1 SAR images
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION
IF
8.6
2024-05-01
2
OA
AI
Li, Mengmeng; Feng, Xiaomin; Belgiu, Mariana
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Spatially Explicit Active Learning for Crop-Type Mapping from Satellite Image Time Series
SENSORS
IF
3.5
2024-03-26
1
OA
AI
Kaijage, Beatrice; Belgiu, Mariana; Bijker, Wietske
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Efficient Cloud Removal Network for Satellite Images Using SAR-Optical Image Fusion
ieee geoscience and remote sensing magazine
IF
4.4
2024-01-01
4
OA
AI
Duan, Chenxi; Belgiu, Mariana; Stein, Alfred
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Feature enhancement network for cloud removal in optical images by fusing with SAR images
INTERNATIONAL JOURNAL OF REMOTE SENSING
IF
2.6
2023-12-27
1
OA
AI
Duan, Chenxi; Belgiu, Mariana; Stein, Alfred
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Examining energy and nutrient production across the different agroecological zones in rural Ethiopia using statistical methods
FOOD SCIENCE & NUTRITION
IF
3.8
2023-09-15
2
OA
AI
Guja, Habtamu; Belgiu, Mariana; Embibel, Lidya; Baye, Kaleab; Stein, Alfred
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PRISMA and Sentinel-2 spectral response to the nutrient composition of grains
REMOTE SENSING OF ENVIRONMENT
IF
11.4
2023-07-01
11
OA
AI
Belgiu, Mariana; Marshall, Michael; Boschetti, Mirco; Pepe, Monica; Stein, Alfred; Nelson, Andy
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Assessing the generalization capability of deep learning networks for aerial image classification using landscape metrics
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION
IF
8.6
2022-11-01
12
OA
AI
Gevaert, Caroline M.; Belgiu, Mariana
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Vegetable mapping using fuzzy classification of Dynamic Time Warping distances from time series of Sentinel-1A images
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION
IF
8.6
2021-10-01
22
OA
AI
Moola, Wisdom Simataa; Bijker, Wietske; Belgiu, Mariana; Li, Mengmeng
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Towards user-driven earth observation-based slum mapping
COMPUTERS ENVIRONMENT AND URBAN SYSTEMS
IF
8.3
2021-09-01
32
OA
AI
Owusu, Maxwell; Kuffer, Monika; Belgiu, Mariana; Grippa, Tais; Lennert, Moritz; Georganos, Stefanos; Vanhuysse, Sabine
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Phenology-based sample generation for supervised crop type classification
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION
IF
8.6
2021-03-01
50
OA
AI
Belgiu, Mariana; Bijker, Wietske; Csillik, Ovidiu; Stein, Alfred
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Research Directions
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Co-authors
Cooperation Journals
A
Alfred Stein
H-index: 70 · Papers: 668
A
Abdelghani Chehbouni
H-index: 53 · Papers: 430
S
Stefan Lang
H-index: 47 · Papers: 525
H
Haifeng Li
H-index: 45 · Papers: 350
M
Mirco Boschetti
H-index: 45 · Papers: 227
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