Research graph
References from Mapping and classification of trees outside forests using deep learning. Local targets link to admitted publications; unresolved targets remain external evidence.
Strong influence of trees outside forest in regulating microclimate of intensively modified afromontane landscapes
10.5194/bg-19-4227-2022 · 2022 · External reference
Transformers in remote sensing: A survey
10.3390/rs15071860 · 2023 · External reference
Unresolved reference
2020 · External reference
10.1109/cvpr.2018.00464
10.1109/cvpr.2018.00464 · External reference
Wind speed reductions as influenced by woody hedgerows grown for biomass in short rotation alley cropping systems in Germany
10.1007/s10457-014-9700-y · 2014 · External reference
Automated classification of trees outside forest for supporting operational management in rural landscapes
10.3390/rs11101146 · 2019 · External reference
Severe decline in large farmland trees in India over the past decade
10.1038/s41893-024-01356-0 · 2024 · External reference
A global method to identify trees outside of closed-canopy forests with medium-resolution satellite imagery
10.1080/01431161.2020.1841324 · 2021 · External reference
Transferability of a mask R–CNN model for the delineation and classification of two species of regenerating tree crowns to untrained sites
2024 · External reference
Unresolved reference
2013 · External reference
Algorithms for the reduction of the number of points required to represent a digitized line or its caricature
10.3138/fm57-6770-u75u-7727 · 1973 · External reference
Remote sensing of phenology: Towards the comprehensive indicators of plant community dynamics from species to regional scales
10.1111/1365-2745.13897 · 2022 · External reference
Unresolved reference
2023 · External reference
Unresolved reference
2024 · External reference
Agroforestry systems for soil health improvement and maintenance
10.3390/su142214877 · 2022 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2025 · External reference
Feeding ecology of adult Robins (Erithacus rubecula) in a hedgerow habitat of Schleswig-Holstein
10.1007/bf01661129 · 1993 · External reference
Hedgerow map of Bavaria, Germany, based on orthophotos and convolutional neural networks
2025 · External reference
Unresolved reference
2025 · External reference
Crop yields in European agroforestry systems: A meta-analysis
10.3389/fsufs.2021.606631 · 2021 · External reference
Microclimate effects on evaporation and winter wheat (Triticum aestivum L.) yield within a temperate agroforestry system
10.1007/s10457-018-0289-4 · 2019 · External reference
Review on convolutional neural networks (CNN) in vegetation remote sensing
10.1016/j.isprsjprs.2020.12.010 · 2021 · External reference
Boundary loss for highly unbalanced segmentation
10.1016/j.media.2020.101851 · 2021 · External reference
GIS-assisted mapping of landscape suitability for nearby recreation
10.1016/j.landurbplan.2012.01.015 · 2012 · External reference
10.1109/cvpr42600.2020.00982
10.1109/cvpr42600.2020.00982 · External reference
Efficient inference in fully connected CRFs with Gaussian edge potentials
2011 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2025 · External reference
Deep learning enables image-based tree counting, crown segmentation, and height prediction at national scale
10.1093/pnasnexus/pgad076 · 2023 · External reference
Large selective kernel network for remote sensing object detection
2023 · External reference
ABCNet: Attentive bilateral contextual network for efficient semantic segmentation of fine-resolution remotely sensed imagery
10.1016/j.isprsjprs.2021.09.005 · 2021 · External reference
The overlooked contribution of trees outside forests to tree cover and woody biomass across europe
10.1126/sciadv.adh4097 · 2023 · External reference
High-resolution mapping of orchard distribution across Italy
2025 · External reference
Estimating the spatial distribution, extent and potential lignocellulosic biomass supply of trees outside forests in baden-wuerttemberg using airborne LiDAR and OpenStreetMap data
2017 · External reference
Countrywide mapping of trees outside forests based on remote sensing data in Switzerland
2021 · External reference
Soil organic carbon sequestration in temperate agroforestry systems – A meta-analysis
10.1016/j.agee.2021.107689 · 2022 · External reference
Mapping trees outside forests using high-resolution aerial imagery: a comparison of pixel- and object-based classification approaches
10.1007/s10661-012-3022-1 · 2013 · External reference
Unresolved reference
1962 · External reference
Agroforestry in europe: A land management policy tool to combat climate change
10.1016/j.landusepol.2018.06.052 · 2018 · External reference
Hedgerow mapping with high resolution satellite imagery to support policy initiatives at national level
10.1016/j.rse.2025.114870 · 2025 · External reference
The meaning of hedgerows in the english landscape: Different stakeholder perspectives and the implications for future hedge management
10.1006/jema.2000.0365 · 2000 · External reference
Ecosystem services of ‘Trees Outside Forests (TOF)’ and their contribution to the contemporary sustainability agenda: a systematic review
10.1088/2515-7620/ac9d86 · 2022 · External reference
The importance of scattered trees for biodiversity conservation: A global meta-analysis
10.1111/1365-2664.12943 · 2018 · External reference
Estimation of trees outside forests using IRS high resolution data by object based image analysis
10.5194/isprsarchives-xl-8-623-2014 · 2014 · External reference
10.1109/iccv51070.2023.00378
10.1109/iccv51070.2023.00378 · External reference
More than one quarter of Africa’s tree cover is found outside areas previously classified as forest
10.1038/s41467-023-37880-4 · 2023 · External reference
Willows rapidly affect microclimatic conditions and forage yield in two temperate short-rotation agroforestry systems
10.1007/s10457-022-00758-3 · 2022 · External reference
U-Net: Convolutional networks for biomedical image segmentation
2015 · External reference
Trees outside forest in Italian agroforestry landscapes: detection and mapping using sentinel-2 imagery
10.1080/22797254.2021.1986678 · 2021 · External reference
Monitoring trees outside forests: a review
10.1007/s10661-015-4817-7 · 2015 · External reference
A fully automated procedure for delineation and classification of forest and non-forest vegetation based on full waveform laser scanner data
2008 · External reference
10.1109/iccv.2019.00533
10.1109/iccv.2019.00533 · External reference
Domain adaptation for the classification of remote sensing data: An overview of recent advances
10.1109/mgrs.2016.2548504 · 2016 · External reference
Assessment of trees outside forest (TOF) in urban landscape using high-resolution satellite images and deep learning techniques
10.1007/s12524-022-01646-0 · 2023 · External reference
Self-supervised learning in remote sensing: A review
10.1109/mgrs.2022.3198244 · 2022 · External reference
A novel transformer based semantic segmentation scheme for fine-resolution remote sensing images
2022 · External reference
Transformer meets convolution: A bilateral awareness network for semantic segmentation of very fine resolution urban scene images
10.3390/rs13163065 · 2021 · 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
A review of regional and global scale land use/land cover (LULC) mapping products generated from satellite remote sensing
10.1016/j.isprsjprs.2023.11.014 · 2023 · External reference
Agricultural landscapes in Brandenburg, Germany: an analysis of characteristics and spatial patterns
10.1007/s41742-021-00328-y · 2021 · External reference
Land-use mapping for high-spatial resolution remote sensing image via deep learning: A review
10.1109/jstars.2021.3078631 · 2021 · External reference
Deep learning in remote sensing: A comprehensive review and list of resources
10.1109/mgrs.2017.2762307 · 2017 · External reference
The meaning of hedgerows in the english landscape: Different stakeholder perspectives and the implications for future hedge management
10.1006/jema.2000.0365 · ExternalCitation · doi-reference
Feeding ecology of adult Robins (Erithacus rubecula) in a hedgerow habitat of Schleswig-Holstein
10.1007/bf01661129 · ExternalCitation · doi-reference
Wind speed reductions as influenced by woody hedgerows grown for biomass in short rotation alley cropping systems in Germany
10.1007/s10457-014-9700-y · ExternalCitation · doi-reference
Microclimate effects on evaporation and winter wheat (Triticum aestivum L.) yield within a temperate agroforestry system
10.1007/s10457-018-0289-4 · ExternalCitation · doi-reference
Willows rapidly affect microclimatic conditions and forage yield in two temperate short-rotation agroforestry systems
10.1007/s10457-022-00758-3 · ExternalCitation · doi-reference
Mapping trees outside forests using high-resolution aerial imagery: a comparison of pixel- and object-based classification approaches
10.1007/s10661-012-3022-1 · ExternalCitation · doi-reference
Monitoring trees outside forests: a review
10.1007/s10661-015-4817-7 · ExternalCitation · doi-reference
Assessment of trees outside forest (TOF) in urban landscape using high-resolution satellite images and deep learning techniques
10.1007/s12524-022-01646-0 · ExternalCitation · doi-reference
Agricultural landscapes in Brandenburg, Germany: an analysis of characteristics and spatial patterns
10.1007/s41742-021-00328-y · ExternalCitation · doi-reference
Soil organic carbon sequestration in temperate agroforestry systems – A meta-analysis
10.1016/j.agee.2021.107689 · ExternalCitation · doi-reference
Review on convolutional neural networks (CNN) in vegetation remote sensing
10.1016/j.isprsjprs.2020.12.010 · ExternalCitation · doi-reference
ABCNet: Attentive bilateral contextual network for efficient semantic segmentation of fine-resolution remotely sensed imagery
10.1016/j.isprsjprs.2021.09.005 · 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
A review of regional and global scale land use/land cover (LULC) mapping products generated from satellite remote sensing
10.1016/j.isprsjprs.2023.11.014 · ExternalCitation · doi-reference
GIS-assisted mapping of landscape suitability for nearby recreation
10.1016/j.landurbplan.2012.01.015 · ExternalCitation · doi-reference
Agroforestry in europe: A land management policy tool to combat climate change
10.1016/j.landusepol.2018.06.052 · ExternalCitation · doi-reference
Boundary loss for highly unbalanced segmentation
10.1016/j.media.2020.101851 · ExternalCitation · doi-reference
Hedgerow mapping with high resolution satellite imagery to support policy initiatives at national level
10.1016/j.rse.2025.114870 · ExternalCitation · doi-reference
More than one quarter of Africa’s tree cover is found outside areas previously classified as forest
10.1038/s41467-023-37880-4 · ExternalCitation · doi-reference
Severe decline in large farmland trees in India over the past decade
10.1038/s41893-024-01356-0 · ExternalCitation · doi-reference
A global method to identify trees outside of closed-canopy forests with medium-resolution satellite imagery
10.1080/01431161.2020.1841324 · ExternalCitation · doi-reference
Trees outside forest in Italian agroforestry landscapes: detection and mapping using sentinel-2 imagery
10.1080/22797254.2021.1986678 · ExternalCitation · doi-reference
Ecosystem services of ‘Trees Outside Forests (TOF)’ and their contribution to the contemporary sustainability agenda: a systematic review
10.1088/2515-7620/ac9d86 · ExternalCitation · doi-reference
Deep learning enables image-based tree counting, crown segmentation, and height prediction at national scale
10.1093/pnasnexus/pgad076 · ExternalCitation · doi-reference
10.1109/cvpr.2018.00464
10.1109/cvpr.2018.00464 · ExternalCitation · doi-reference
10.1109/cvpr42600.2020.00982
10.1109/cvpr42600.2020.00982 · ExternalCitation · doi-reference
10.1109/iccv.2019.00533
10.1109/iccv.2019.00533 · ExternalCitation · doi-reference
10.1109/iccv51070.2023.00378
10.1109/iccv51070.2023.00378 · ExternalCitation · doi-reference
Land-use mapping for high-spatial resolution remote sensing image via deep learning: A review
10.1109/jstars.2021.3078631 · ExternalCitation · doi-reference
Domain adaptation for the classification of remote sensing data: An overview of recent advances
10.1109/mgrs.2016.2548504 · ExternalCitation · doi-reference
Deep learning in remote sensing: A comprehensive review and list of resources
10.1109/mgrs.2017.2762307 · ExternalCitation · doi-reference
Self-supervised learning in remote sensing: A review
10.1109/mgrs.2022.3198244 · ExternalCitation · doi-reference
The importance of scattered trees for biodiversity conservation: A global meta-analysis
10.1111/1365-2664.12943 · ExternalCitation · doi-reference
Remote sensing of phenology: Towards the comprehensive indicators of plant community dynamics from species to regional scales
10.1111/1365-2745.13897 · ExternalCitation · doi-reference
The overlooked contribution of trees outside forests to tree cover and woody biomass across europe
10.1126/sciadv.adh4097 · ExternalCitation · doi-reference
Algorithms for the reduction of the number of points required to represent a digitized line or its caricature
10.3138/fm57-6770-u75u-7727 · ExternalCitation · doi-reference
Crop yields in European agroforestry systems: A meta-analysis
10.3389/fsufs.2021.606631 · ExternalCitation · doi-reference
Automated classification of trees outside forest for supporting operational management in rural landscapes
10.3390/rs11101146 · ExternalCitation · doi-reference
Transformer meets convolution: A bilateral awareness network for semantic segmentation of very fine resolution urban scene images
10.3390/rs13163065 · ExternalCitation · doi-reference
Transformers in remote sensing: A survey
10.3390/rs15071860 · ExternalCitation · doi-reference
Agroforestry systems for soil health improvement and maintenance
10.3390/su142214877 · ExternalCitation · doi-reference
Strong influence of trees outside forest in regulating microclimate of intensively modified afromontane landscapes
10.5194/bg-19-4227-2022 · ExternalCitation · doi-reference
Estimation of trees outside forests using IRS high resolution data by object based image analysis
10.5194/isprsarchives-xl-8-623-2014 · ExternalCitation · doi-reference
