Research graph
References from Training strategy over architecture: A systematic ablation study for Spartina detection from aerial imagery with small geospatial datasets. Local targets link to admitted publications; unresolved targets remain external evidence.
The geomorphological and botanical changes in Kernic Bay (Brittany, France): influence on coastal management
1991 · External reference
Genetic evidence for hybridization between the native Spartina maritima and the introduced Spartina alterniflora (Poaceae) in South-West France: Spartina × neyrautii re-examined
10.1007/s00606-002-0251-8 · 2003 · External reference
Erratum: Corrigendum: The role of coastal plant communities for climate change mitigation and adaptation
10.1038/nclimate3062 · 2016 · External reference
A blueprint for blue carbon: toward an improved understanding of the role of vegetated coastal habitats in sequestering CO 2
10.1890/110004 · 2011 · External reference
Tall salt marshes play a crucial role in the long-term geomorphic evolution of the Jiuduansha wetland, Yangtze estuary, China
10.1016/j.apor.2025.104623 · 2025 · External reference
SM21: Suaeda vera-Limonium binervosum salt-marsh community
2000 · External reference
Rates of Change in the Numbers of Dunlin, Calidris alpina, Wintering in British Estuaries in Relation to the Spread of Spartina anglica
10.2307/2403612 · 1988 · External reference
Rapid change in structural stability of tidal flats in response to large-scale eradication of Spartina alterniflora: evidence from dense time-series PlanetScope satellite imagery
10.1016/j.jenvman.2025.127652 · 2025 · External reference
Distribution of Spartina spp. along China’s coast
10.1016/j.ecoleng.2011.12.014 · 2012 · External reference
Research hotspots and trends in Spartina alterniflora studies (1970-2023): A bibliometric analysis
10.1016/j.marpolbul.2025.118483 · 2025 · External reference
National-scale sub-meter mapping of Spartina alterniflora in mainland China 2020
10.5194/essd-17-6601-2025 · 2025 · External reference
Semantic Segmentation of Remote Sensing Images: Definition, Methods, Datasets and Applications
10.1007/978-3-031-54321-0_9 · 2024 · External reference
Automatic labelling for semantic segmentation of VHR satellite images: Application of airborne laser scanner data and object-based image analysis
10.1016/j.ophoto.2023.100046 · 2023 · External reference
A review of remote sensing image segmentation by deep learning methods
2024 · External reference
A layer-wise classification framework for coastal wetlands mapping using SAR time series and locally optimal spatiotemporal features
10.1016/j.jag.2025.104904 · 2025 · External reference
U-Net: Convolutional networks for biomedical image segmentation
2015 · External reference
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
2018 · External reference
Unresolved reference
External reference
10.1016/j.jag.2023.103540
10.1016/j.jag.2023.103540 · External reference
10.1109/tgrs.2025.3642610
10.1109/tgrs.2025.3642610 · External reference
Review on Convolutional Neural Networks (CNN) in vegetation remote sensing
10.1016/j.isprsjprs.2020.12.010 · 2021 · External reference
A review of deep learning methods for semantic segmentation of remote sensing imagery
10.1016/j.eswa.2020.114417 · 2021 · External reference
Remote Sensing Image Segmentation Advances: A Meta-Analysis
10.1016/j.isprsjprs.2021.01.020 · 2021 · External reference
Loss odyssey in medical image segmentation
10.1016/j.media.2021.102035 · 2021 · External reference
Unresolved reference
2014 · External reference
Marine Species Introduced on the French Channel-Atlantic Coasts: A Review of Main Biological Invasions and Impacts
10.4236/oje.2015.55019 · 2015 · External reference
Vingt ans de suivi et de conservation du Limonium humile Miller en rade de Brest
2010 · External reference
Unresolved reference
External reference
Évolution de la végétation des prés-salés en rade de Brest de 1952 à 2004
2005 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
2024 · External reference
Unresolved reference
2004 · External reference
Unresolved reference
2005 · External reference
Monitoring the dynamics of coastal wetlands ecosystems in Brittany (France) using LANDSAT time series and machine learning
10.1016/j.ecoinf.2025.103303 · 2025 · External reference
Unresolved reference
2023 · External reference
Spatially autocorrelated training and validation samples inflate performance assessment of convolutional neural networks
10.1016/j.ophoto.2022.100018 · 2022 · External reference
Fair train-test split in machine learning: Mitigating spatial autocorrelation for improved prediction accuracy
10.1016/j.petrol.2021.109885 · 2022 · External reference
SemanticSeg4EO: An open-source unified framework and QGIS plugin for semantic segmentation in Earth Observation
10.1016/j.softx.2026.102741 · 2026 · External reference
Modular and adaptive implementation of Semantic Segmentation Models for Satellite Images and Open Source tools suitable for complex geographical contexts
10.1016/j.jag.2025.105069 · 2026 · External reference
10.1109/cvpr.2016.90
10.1109/cvpr.2016.90 · External reference
Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing
10.1111/j.2517-6161.1995.tb02031.x · 1995 · External reference
Unresolved reference
2024 · External reference
10.1109/cibcb48159.2020.9277638
10.1109/cibcb48159.2020.9277638 · External reference
Ten deep learning techniques to address small data problems with remote sensing
10.1016/j.jag.2023.103569 · 2023 · External reference
10.1109/cvpr42600.2020.00290
10.1109/cvpr42600.2020.00290 · External reference
Mapping Coastal Wetlands and Their Dynamics in the Yellow River Delta over Last Three Decades: Based on a Spectral Endmember Space
10.3390/rs15205003 · 2023 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
WetMapFormer: A unified deep CNN and vision transformer for complex wetland mapping
10.1016/j.jag.2023.103333 · 2023 · External reference
Unresolved reference
External reference
Semantic segmentation of slums in satellite images using transfer learning on fully convolutional neural networks
10.1016/j.isprsjprs.2019.02.006 · 2019 · External reference
10.1109/cvprw.2014.131
10.1109/cvprw.2014.131 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Tversky Loss Function for Image Segmentation Using 3D Fully Convolutional Deep Networks
2017 · External reference
10.1109/isbi.2019.8759329
10.1109/isbi.2019.8759329 · External reference
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation
10.1016/j.compmedimag.2021.102026 · 2022 · External reference
Unresolved reference
External reference
Semantic scene segmentation for robotics
10.1016/b978-0-32-385787-1.00017-8 · 2022 · External reference
10.1109/itsc.2019.8917447
10.1109/itsc.2019.8917447 · External reference
Unresolved reference
External reference
Cross‐validation strategies for data with temporal, spatial, hierarchical, or phylogenetic structure
10.1111/ecog.02881 · 2017 · External reference
Spatial validation reveals poor predictive performance of large-scale ecological mapping models
10.1038/s41467-020-18321-y · 2020 · External reference
Choosing blocks for spatial cross-validation: lessons from a marine remote sensing case study
10.3389/frsen.2025.1531097 · 2025 · External reference
National-scale sub-meter mapping of Spartina alterniflora in mainland China 2020
10.5194/essd-17-6601-2025 · 2025 · External reference
Lessons from the invasion of Spartina alterniflora in coastal China
2023 · External reference
Looking Outside the Window: Wide-Context Transformer for the Semantic Segmentation of High-Resolution Remote Sensing Images
10.1109/tgrs.2022.3168697 · 2022 · External reference
UNetFormer: A UNet-like transformer for efficient semantic segmentation of remote sensing urban scene imagery
10.1016/j.isprsjprs.2022.06.008 · 2022 · External reference
Practical Bayesian Optimization of Machine Learning Algorithms
2012 · External reference
10.1109/iccv51070.2023.00371
10.1109/iccv51070.2023.00371 · External reference
10.2139/ssrn.4804009
10.2139/ssrn.4804009 · External reference
Status of land cover classification accuracy assessment
10.1016/s0034-4257(01)00295-4 · 2002 · External reference
Semantic Segmentation of Remote Sensing Images: Definition, Methods, Datasets and Applications
10.1007/978-3-031-54321-0_9 · ExternalCitation · doi-reference
Genetic evidence for hybridization between the native Spartina maritima and the introduced Spartina alterniflora (Poaceae) in South-West France: Spartina × neyrautii re-examined
10.1007/s00606-002-0251-8 · ExternalCitation · doi-reference
Semantic scene segmentation for robotics
10.1016/b978-0-32-385787-1.00017-8 · ExternalCitation · doi-reference
Tall salt marshes play a crucial role in the long-term geomorphic evolution of the Jiuduansha wetland, Yangtze estuary, China
10.1016/j.apor.2025.104623 · ExternalCitation · doi-reference
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation
10.1016/j.compmedimag.2021.102026 · ExternalCitation · doi-reference
Monitoring the dynamics of coastal wetlands ecosystems in Brittany (France) using LANDSAT time series and machine learning
10.1016/j.ecoinf.2025.103303 · ExternalCitation · doi-reference
Distribution of Spartina spp. along China’s coast
10.1016/j.ecoleng.2011.12.014 · ExternalCitation · doi-reference
A review of deep learning methods for semantic segmentation of remote sensing imagery
10.1016/j.eswa.2020.114417 · ExternalCitation · doi-reference
Semantic segmentation of slums in satellite images using transfer learning on fully convolutional neural networks
10.1016/j.isprsjprs.2019.02.006 · ExternalCitation · doi-reference
Review on Convolutional Neural Networks (CNN) in vegetation remote sensing
10.1016/j.isprsjprs.2020.12.010 · ExternalCitation · doi-reference
Remote Sensing Image Segmentation Advances: A Meta-Analysis
10.1016/j.isprsjprs.2021.01.020 · ExternalCitation · doi-reference
UNetFormer: A UNet-like transformer for efficient semantic segmentation of remote sensing urban scene imagery
10.1016/j.isprsjprs.2022.06.008 · ExternalCitation · doi-reference
WetMapFormer: A unified deep CNN and vision transformer for complex wetland mapping
10.1016/j.jag.2023.103333 · ExternalCitation · doi-reference
10.1016/j.jag.2023.103540
10.1016/j.jag.2023.103540 · ExternalCitation · doi-reference
Ten deep learning techniques to address small data problems with remote sensing
10.1016/j.jag.2023.103569 · ExternalCitation · doi-reference
A layer-wise classification framework for coastal wetlands mapping using SAR time series and locally optimal spatiotemporal features
10.1016/j.jag.2025.104904 · ExternalCitation · doi-reference
Modular and adaptive implementation of Semantic Segmentation Models for Satellite Images and Open Source tools suitable for complex geographical contexts
10.1016/j.jag.2025.105069 · ExternalCitation · doi-reference
Rapid change in structural stability of tidal flats in response to large-scale eradication of Spartina alterniflora: evidence from dense time-series PlanetScope satellite imagery
10.1016/j.jenvman.2025.127652 · ExternalCitation · doi-reference
Research hotspots and trends in Spartina alterniflora studies (1970-2023): A bibliometric analysis
10.1016/j.marpolbul.2025.118483 · ExternalCitation · doi-reference
Loss odyssey in medical image segmentation
10.1016/j.media.2021.102035 · ExternalCitation · doi-reference
Spatially autocorrelated training and validation samples inflate performance assessment of convolutional neural networks
10.1016/j.ophoto.2022.100018 · ExternalCitation · doi-reference
Automatic labelling for semantic segmentation of VHR satellite images: Application of airborne laser scanner data and object-based image analysis
10.1016/j.ophoto.2023.100046 · ExternalCitation · doi-reference
Fair train-test split in machine learning: Mitigating spatial autocorrelation for improved prediction accuracy
10.1016/j.petrol.2021.109885 · ExternalCitation · doi-reference
SemanticSeg4EO: An open-source unified framework and QGIS plugin for semantic segmentation in Earth Observation
10.1016/j.softx.2026.102741 · ExternalCitation · doi-reference
Status of land cover classification accuracy assessment
10.1016/s0034-4257(01)00295-4 · ExternalCitation · doi-reference
Erratum: Corrigendum: The role of coastal plant communities for climate change mitigation and adaptation
10.1038/nclimate3062 · ExternalCitation · doi-reference
Spatial validation reveals poor predictive performance of large-scale ecological mapping models
10.1038/s41467-020-18321-y · ExternalCitation · doi-reference
10.1109/cibcb48159.2020.9277638
10.1109/cibcb48159.2020.9277638 · ExternalCitation · doi-reference
10.1109/cvpr.2016.90
10.1109/cvpr.2016.90 · ExternalCitation · doi-reference
10.1109/cvpr42600.2020.00290
10.1109/cvpr42600.2020.00290 · ExternalCitation · doi-reference
10.1109/cvprw.2014.131
10.1109/cvprw.2014.131 · ExternalCitation · doi-reference
10.1109/iccv51070.2023.00371
10.1109/iccv51070.2023.00371 · ExternalCitation · doi-reference
10.1109/isbi.2019.8759329
10.1109/isbi.2019.8759329 · ExternalCitation · doi-reference
10.1109/itsc.2019.8917447
10.1109/itsc.2019.8917447 · ExternalCitation · doi-reference
Looking Outside the Window: Wide-Context Transformer for the Semantic Segmentation of High-Resolution Remote Sensing Images
10.1109/tgrs.2022.3168697 · ExternalCitation · doi-reference
10.1109/tgrs.2025.3642610
10.1109/tgrs.2025.3642610 · ExternalCitation · doi-reference
Cross‐validation strategies for data with temporal, spatial, hierarchical, or phylogenetic structure
10.1111/ecog.02881 · ExternalCitation · doi-reference
Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing
10.1111/j.2517-6161.1995.tb02031.x · ExternalCitation · doi-reference
A blueprint for blue carbon: toward an improved understanding of the role of vegetated coastal habitats in sequestering CO 2
10.1890/110004 · ExternalCitation · doi-reference
10.2139/ssrn.4804009
10.2139/ssrn.4804009 · ExternalCitation · doi-reference
Rates of Change in the Numbers of Dunlin, Calidris alpina, Wintering in British Estuaries in Relation to the Spread of Spartina anglica
10.2307/2403612 · ExternalCitation · doi-reference
Choosing blocks for spatial cross-validation: lessons from a marine remote sensing case study
10.3389/frsen.2025.1531097 · ExternalCitation · doi-reference
Mapping Coastal Wetlands and Their Dynamics in the Yellow River Delta over Last Three Decades: Based on a Spectral Endmember Space
10.3390/rs15205003 · ExternalCitation · doi-reference
Marine Species Introduced on the French Channel-Atlantic Coasts: A Review of Main Biological Invasions and Impacts
10.4236/oje.2015.55019 · ExternalCitation · doi-reference
National-scale sub-meter mapping of Spartina alterniflora in mainland China 2020
10.5194/essd-17-6601-2025 · ExternalCitation · doi-reference
